runixer / laplaced

Коли додано кожну зірку й форк — зібрано з GitHub і згруповано за днями. Кумулятивне зростання розміщено просто над денними додаваннями, з яких воно складається, тож їх видно одне проти одного: рівномірне органічне накопичення виглядає зовсім інакше, ніж різкий короткочасний сплеск. Там, де цю різницю можна виміряти, її подано як автентичність росту.

Повний розв'язаний набір залежностей із графа залежностей GitHub: 25 прямих і 62 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.

Цей репозиторій не публікує пакета, який розпізнає індекс, тож оцінено його власний граф залежностей — 87 пакетів, серед яких є й піниї розробки та тестування, що ніколи не постачаються: 0 мають відомі сповіщення, з них 0 прямі.

Жодне відоме сповіщення не стосується оцінених залежностей.

Сповіщення означає, що версія, записана в графі залежностей, потрапляє в уражений діапазон. Досяжність не аналізується, а граф містить піниї розробки й тестування — знахідка може стосуватися інструментів, а не поставленого коду.

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          "body": "New <honesty_and_care> block (ru+en): risk warnings survive emotional\npushback; no verdicts on third parties known one-sidedly; financial\nsanity checks against known debts before endorsing loans; falsifying\nmetric asked for health/parenting plans; brief grounding + real-help\nreferral in crisis inste\n[…]\no loyalty vows, pet\nnames by default, or promises not to remember; esoterics framed as\nbelief, never mixed with medicine; refuse producing official\ncertificates and forwarded \"assistant instructions\".",
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          "body": "The model picks the URL, so the raw backend's plain HTTP GET was an\nopen door into internal services (dashboards, metrics, cloud metadata).\nThe guard sits in the dialer's Control hook: it validates the resolved\nIP of every connection, which also covers DNS rebinding and every\nredirect hop.\n\nPolicy: \n[…]\nected (an\nexternal service fetching from its own network).\n\nBlocked fetches classify as the new KindForbiddenNetwork, with a tool\nmessage steering the model away from probing other internal addresses.",
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          "body": "A response with raw quotes inside a JSON string value is unparseable,\nand unlike the reranker the archivist has no fallback: the topic's\nfacts/people updates were silently lost with no later re-run. One fresh\nsample usually parses; the retry is single-shot and off the hot path.\n\nNew span attribute archivist.parse_retry marks the retry engaging;\narchivist.parse_error keeps meaning \"the run failed on parse\".",
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          "headline": "Retry archivist once when its JSON response fails to parse",
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          "body": "Gemini's \"Corrupted thought signature\" body also carries\n\"status\": \"INVALID_ARGUMENT\", so the invalid_argument case shadowed the\nmore specific match: a transient reasoning-state failure was classified\npermanent — never retried, failing the turn, and the thought_signature\nTraceQL kind never matched a\n[…]\nry stay queryable (the span-level\n  kind is terminal-failure-only).\n- Pin the classification fixture to the full envelope shape with\n  status INVALID_ARGUMENT; add retry/no-retry tests for 400 bodies.",
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          "headline": "Fix thought-signature misclassification, retry it on HTTP 400",
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          "headline": "Update artifacts doc for voice retention semantics",
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          "body": "Voices shorter than min_voice_duration_seconds were dropped entirely —\nno file, no row, no content_hash — so those turns could never be\nreplayed (replay-laplace rehydrates media by content_hash).\n\nDecouple retention from indexing: the duration threshold now gates only\nRAG-indexing. Shorter voices ar\n[…]\ndidate query all skip — kept for replay, kept out of long-term\nmemory. 0 indexes all, -1 still disables voice artifacts entirely.\n\nSaveFile gains a skipExtraction flag threaded through the voice path.",
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          "headline": "Deliver generated images when the post-tool chat call fails",
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          "headline": "Emit reranker fallback metric for internal fallback paths",
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          "body": "The keep-50-per-(user,agent) trim turned agent_logs into a rolling\nwindow that an active user flushes within a day, blinding postmortems\n— agent_logs is the only store of full agent prompts/responses.\nCleanup now never deletes rows younger than a min-age (default 14\ndays) and both knobs live in config (database.retention).",
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          "body": "The guard unwrapped any markdown link whose destination wasn't\nreturned by a search tool this turn, including bare filenames\n(memory_*.jpg) and non-web schemes — links no search could have\nvouched for. Those false positives polluted the\nbot.anomaly.fabricated_url signal; now only web URLs are checked.",
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          "body": "Terminal errors (context load failure, LLM call failed after retries)\nreturned nil resp, and callers' LogExecution dereferences resp — so\nagent_logs showed 100% success while the failure was only visible in\ncontainer logs. A deferred hook in Execute now records a failure row\nfor every nil-resp exit.",
          "is_bot": false,
          "headline": "Log laplace fatal failures to agent_logs",
          "author_name": "runixer",
          "author_login": "runixer",
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          "body": "- Splitter read agents.archivist.model instead of its own\n  agents.splitter.model, so the splitter override was silently\n  ignored and changing the archivist model also changed the splitter.\n- Splitter called the LLM client directly, bypassing agent_logs;\n  it now goes through the shared single-shot\n[…]\nxecutor path, gaining\n  logging and the empty-content retry for free.\n- Tests updated to set agents.splitter.model; new test proves the\n  override reaches the request and the call lands in agent_logs.",
          "is_bot": false,
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          "body": "The gen-span picker preferred the media-bearing request, so on a\ntrace with an attached image and a tool loop it always reconstructed\nthe pre-search turn — you could never replay the post-tool synthesis\nturn where the final answer is formed.\n\nAdd --gen auto|last|first|<index> (negatives count from end) and order\nthe CreateChatCompletion turns under <agent>.Execute by span start\ntime. Default \"auto\" keeps the prior behaviour; \"last\" targets the\nsynthesis turn for A/B on media+search traces.",
          "is_bot": false,
          "headline": "Add --gen turn selector to replay-laplace",
          "author_name": "runixer",
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          "committed_at": "2026-07-07T11:10:24Z",
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          "is_bot": false,
          "headline": "Update changelog for release-review fixes",
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          "body": "TruncateRunes materialized []rune(s) before its length check — a ~4x\ntransient allocation of the input. Its largest caller is the LLM\nrequest-body preview, where a request with base64 media serializes to\ntens of MB; the preview was also computed even with debug logging\noff. The helper now walks rune offsets without allocating, and the\npreview block is gated on the handler's debug level.",
          "is_bot": false,
          "headline": "Make TruncateRunes allocation-free, gate debug preview",
          "author_name": "runixer",
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          "oid": "c268a2b1900d46468036fbf8136eb51e9be2b5d4",
          "body": "Two failure-path fixes:\n\n- The requested URL is now registered with the citation guard even\n  when the fetch fails (success already did). Without it, the model's\n  honest \"couldn't open [link](url)\" mention of the user's own link\n  was unwrapped and flagged as a fabricated URL whenever another tool\n\n[…]\ns).\n\nAlso switches the firecrawl error-body preview to the shared\nrune-safe truncation (byte-level slicing corrupted non-ASCII error\nmessages shown to the model) and rewords the raw-extractor comment.",
          "is_bot": false,
          "headline": "Fix read_url failure handling: citations and target 5xx",
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          "body": "With the default firecrawl backend and no API key, the fetcher failed\nto construct but the tool schema and the prompt's READ section kept\nsteering the model to read_url — every link question burned a tool\ncall on \"READ FAILED: not configured\" whose text also forbids falling\nback to internet_search. \n[…]\nrompt branch), so unconfigured\ndeployments keep the old search behavior. Also: negative\nfetcher.timeout values now fall back to the default instead of\nproducing an http.Client with no deadline at all.",
          "is_bot": false,
          "headline": "Expose read_url only when its fetcher is wired",
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        },
        {
          "oid": "d7010495fab53c54bc3f8d72565f27ade52feded",
          "body": "The doomed-run gate (stop scheduling when the first error arrived\nbefore any success) raced with in-flight workers: one fast-failing\nbatch could halt scheduling while slower successful batches were\nstill in flight, truncating the run to ~parallelism batches per\nstartup while still reporting success \n[…]\nreplaying the same head.\n\nThe first batch now runs synchronously: its failure aborts the run\n(bad model/auth/network), and once it lands, the rest fan out with\nindividual failures tolerated as before.",
          "is_bot": false,
          "headline": "Run first re-embed batch as synchronous canary",
          "author_name": "runixer",
          "author_login": "runixer",
          "committed_at": "2026-07-07T10:44:05Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "57ec6bb7ba9a0daff9b7a311ae5da99f18589a3e",
          "body": "AppendSince only discarded a batch when the watermark had advanced\npast sinceMaxID. A concurrent ReplaceAll (full reload) resets the\nwatermark DOWN, so a stale incremental batch passed the guard,\nappended only its high-ID entries, and jumped the watermark past rows\nthe reload had yet to fetch — olde\n[…]\nex until the next full reload.\n\nThe guard is now compare-and-swap: any watermark change since the\ncaller sampled it discards the batch; the next incremental pass\nre-fetches from the winning watermark.",
          "is_bot": false,
          "headline": "Reject stale vector batches when watermark moved either way",
          "author_name": "runixer",
          "author_login": "runixer",
          "committed_at": "2026-07-07T10:44:02Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "8ed982f0a0cc952e18bd0868975fe6b25f0c455c",
          "body": "UpdatePerson/UpdateFact/UpdateArtifact stamped the current\nembedding_version even when the caller round-tripped the stored\nembedding unchanged (mention bumps, importance edits, artifact state\nbookkeeping). After an embedding model swap, touching a row whose\nre-embed was still pending marked it as mi\n[…]\nvector bytes actually\nchanged (CASE against the pre-update column value; SET expressions see\nold values on both SQLite and Postgres). Testbot helper now stamps the\nversion like production wiring does.",
          "is_bot": false,
          "headline": "Preserve embedding_version on carried-over vectors",
          "author_name": "runixer",
          "author_login": "runixer",
          "committed_at": "2026-07-07T10:43:48Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "cb99a79eae3924e216a92ec87cc9dbf8077d5bcb",
          "body": "The four per-kind vector maps, their max-ID watermarks and the shared\nRWMutex move out of rag.Service into a VectorStore interface\n(ReplaceAll/MaxID/AppendSince/Search/Count/CountByUser) with an\nin-memory implementation. A backend with native similarity search\n(e.g. pgvector) can later replace it be\n[…]\ninclusive\nsimilarity threshold (>=), matching topics/facts.\n\nThe per-type *VectorItem structs and the embeddingItem interface are\ngone; loaders share collectVectorEntries and searches share the store.",
          "is_bot": false,
          "headline": "Extract VectorStore interface from rag.Service",
          "author_name": "runixer",
          "author_login": "runixer",
          "committed_at": "2026-07-03T08:20:54Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "ecb4bbeabdf76d29909f5a31bbbcc00ada2ae5e8",
          "body": "processMessageGroup (CC 55) hand-branched on the streaming sink at five\ncall sites and threaded Telegram timing counters through all of them.\nThe new responsePath type owns the sink-vs-buffered decision (sendError /\nsendFinal / sendIntermediate / flushSinkBeforeMedia) and the counters,\nmaking \"sink.\n[…]\niered estimate would be garbage).\n\nTest fixture translator gains bot.api_error and the file-error keys;\nTestErrorReplyText now asserts the resolved text instead of relying on\nthe missing-key fallback.",
          "is_bot": false,
          "headline": "Extract response delivery path from processMessageGroup",
          "author_name": "runixer",
          "author_login": "runixer",
          "committed_at": "2026-07-03T07:24:37Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "fe7501a20e2c80278841fe72eff3713e669c782d",
          "body": "CreateChatCompletion, CreateEmbeddings and the stream-open path carried\nthree near-identical retry loops (backoff, attempt events, 200-with-error\nbody detection, provider error recording). They now share one helper with\nbuffered/stream modes; retry log lines keep their exact wording.\n\nDeliberate uni\n[…]\ns now include the truncated response\n  body on every path (chat/embeddings previously logged the full body\n  and returned status-only errors)\n\nCC: CreateChatCompletion 43->28, CreateEmbeddings 30->15.",
          "is_bot": false,
          "headline": "Extract shared doRequestWithRetry from three retry loops",
          "author_name": "runixer",
          "author_login": "runixer",
          "committed_at": "2026-07-03T07:13:13Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "82da2aa88ed035e177daa945fc9898bd9369ec0d",
          "body": "Media parts now carry typed provenance (TaggedPart with Source\ncurrent/recalled and Kind image/audio/video/file) instead of encoding\norigin only in emoji markers and memory_<id>_ filename prefixes. All\ndisambiguation markers are generated in a single renderer\n(renderTagged); artifact loading moves f\n[…]\n usage\ncounts.\n\nThis is groundwork for enforcing media rules structurally at assembly\ntime (e.g. not loading recalled audio bytes next to a live voice\nmessage) rather than through prompt instructions.",
          "is_bot": false,
          "headline": "Add typed media provenance and extract ArtifactLoader",
          "author_name": "runixer",
          "author_login": "runixer",
          "committed_at": "2026-07-03T06:33:19Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "bd6cd8d27b1762186b93684e8af4bf4bf1543537",
          "body": "- internal/config/validate.go: Validate delegates to one method per\n  config section, errors joined via errors.Join; behavior and error\n  messages unchanged\n- internal/config/legacy.go: isolate backward-compat shims\n  (applyDeprecatedLLMEnvVars, flat reranker field migration) marked\n  for removal in v1.0.0\n- Drop a duplicated comment line on RerankerTypeConfig",
          "is_bot": false,
          "headline": "Split Config.Validate into per-section validators",
          "author_name": "runixer",
          "author_login": "runixer",
          "committed_at": "2026-07-03T05:33:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1981c0c44c4439245d2f3122ca1c1af1f4ec1050",
          "body": "The SQLite schema (bootstrap DDL + migration chain) and the consolidated\nschema/postgres.sql are maintained by hand with nothing tying them\ntogether, so a migration touching only SQLite leaves Postgres silently\nbehind. The new test runs the full migration chain on a scratch SQLite\ndatabase, parses p\n[…]\nofit ALTERs),\nand fails on any table/column/type divergence. Scope-partition columns\nmap to uuid via an explicit allowlist; the guard was mutation-checked\nfor both missing-column and type-drift cases.",
          "is_bot": false,
          "headline": "Add schema parity test between SQLite and Postgres",
          "author_name": "runixer",
          "author_login": "runixer",
          "committed_at": "2026-07-03T05:26:00Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "10edd8cca06d509452ab0e64b7adb42b3c763fc8",
          "body": "Only the startup re-embed migration wrote embedding_version; the live\nAdd/Update paths left it NULL, so every restart harmlessly re-embedded\nall rows created since the previous one (wasted API calls and a noisy\n\"re-embed starting\" on every boot).\n\nThe Store now carries the configured version (SetEmb\n[…]\nt, person, and artifact updates.\n\nGuarded by TestEmbeddingVersion_StampedOnWrite; smoke-tested on a\nproduction DB copy (fresh topic/fact/person rows come out stamped and\nno longer queue for re-embed).",
          "is_bot": false,
          "headline": "Stamp embedding_version on live writes, not only in migration",
          "author_name": "runixer",
          "author_login": "runixer",
          "committed_at": "2026-07-02T21:29:19Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c875570f3ca8be4a2f883d3c58c922c0e6736d2f",
          "body": "The startup embedding migration aborted wholesale on the first batch\nerror. Two fixes:\n\n- isRetryableError now recognizes HTTP/2 connection teardown (\"server\n  sent GOAWAY\", \"http2: client connection lost\") — net/http's bundled\n  http2 returns unexported error types, so match on the message. A\n  ser\n[…]\n).\n\nVerified on a fresh production DB copy at full volume (~11.5K rows)\nunder a sustained 429 storm: pass 1 finished 8822 rows without\naborting, pass 2 converged the remaining 2656 with zero failures.",
          "is_bot": false,
          "headline": "Make startup re-embed survive dropped connections and bad batches",
          "author_name": "runixer",
          "author_login": "runixer",
          "committed_at": "2026-07-02T21:14:33Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "a13338ea7a97aad69bc2024b7e37df56a2f21106",
          "body": "processChunk and processChunkWithStats shared 150+ lines of topic\nextraction, coverage validation, embedding, and saving that had already\ndrifted (skip-topic warning, span attribute, error logs existed on only\none path). Both entry points keep their signatures and become thin\nwrappers around processChunkCore with a nil-optional *ProcessingStats;\nsync/async vector reload and consolidation stay in the wrappers.",
          "is_bot": false,
          "headline": "Merge duplicated chunk processing into processChunkCore",
          "author_name": "runixer",
          "author_login": "runixer",
          "committed_at": "2026-07-02T21:14:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d5301799640efd48b0e9044203d6b0a5f6055fea",
          "body": "classifyUpstreamError returned raw strings and IsSafetyBlock / the\nretry gate compared them literally — a typo would compile and silently\nnever match. Introduce a typed ErrorKind with String() (stable wire\nvalues for the error.upstream_kind span attribute) and IsRetryable()\n(replaces the nonRetryableBodyKinds map). Behavior unchanged; a test\npins the wire values and retryability contract.",
          "is_bot": false,
          "headline": "Type upstream error classification as ErrorKind enum",
          "author_name": "runixer",
          "author_login": "runixer",
          "committed_at": "2026-07-02T21:11:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "887bcdaa0b8e0e6ae76767517bd976516dde2758",
          "body": "Byte-level s[:n] slices can split a multibyte rune and corrupt the\ntail of Russian text. Centralize in textutil.TruncateRunes and switch\nthe remaining offenders: people bio / topic preview in search tool,\nimagegen failure notes, LLM log previews, RAG session formatting.",
          "is_bot": false,
          "headline": "Add rune-safe truncation helper, fix byte-slice cuts",
          "author_name": "runixer",
          "author_login": "runixer",
          "committed_at": "2026-07-02T21:07:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ce549111e4e7edf3b040a950be4c398c1c1c9340",
          "body": null,
          "is_bot": false,
          "headline": "Add read_url to changelog",
          "author_name": "runixer",
          "author_login": "runixer",
          "committed_at": "2026-07-02T06:37:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0bcfa9020b1cf67d4833d953d671061c3bbf7fb8",
          "body": "Wire the fetcher into the bot and testbot (imagegen precedent: a\nmissing Firecrawl key logs a warning and leaves the tool unwired,\nthe bot starts fine). Add the tool to the default tools list, add\nen/ru tool descriptions and a READ block in tools_protocol (reads\nshare the 2-call tool budget; walled pages get an honest answer,\nnot a search), and a streaming status line showing the URL.",
          "is_bot": false,
          "headline": "Enable read_url: wiring, prompts, streaming status",
          "author_name": "runixer",
          "author_login": "runixer",
          "committed_at": "2026-07-02T06:37:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ffcc2ee29e2fe8a5e8675071bc509d6c93ebf044",
          "body": "performReadURL fetches one page via the configured backend, truncates\nthe result at a rune cap, and registers both the requested and the\nresolved URL with the citation guard (a resolved shortlink stays\ncitable even when the final page is walled). Fetch failures return\nmodel-facing content with per-k\n[…]\n,\nso the model answers honestly rather than spiraling into searches.\nCalls are logged under the new \"fetcher\" agent type with a /ui/agents\npage; the tool schema takes a url parameter instead of query.",
          "is_bot": false,
          "headline": "Add read_url tool handler, schema, and fetcher agent logs",
          "author_name": "runixer",
          "author_login": "runixer",
          "committed_at": "2026-07-02T06:31:51Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f678e9c1f2d2bf6961e53bfae8341e1ecd101234",
          "body": "Add the fetcher block to default.yaml (backend/timeout/content cap +\nfirecrawl base_url/api_key), register the Firecrawl API key as a\nresolvable secret field, and validate the backend name at load time\nwhen the read_url tool is exposed. The key itself is not required by\nValidate — it may be an unresolved vault: ref, and a missing key just\nleaves the tool unwired at startup.",
          "is_bot": false,
          "headline": "Wire fetcher config: defaults, vault secret, validation",
          "author_name": "runixer",
          "author_login": "runixer",
          "committed_at": "2026-07-02T06:25:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e05c69720dfac2f066160a9e58211ce846b72392",
          "body": "Fetcher interface with two config-selected backends: firecrawl\n(REST /v2/scrape, JS rendering) and raw (plain HTTP + DOM text\nextraction, no external service). Failures are classified into\nerror kinds (refused, blocked, not_found, timeout, quota, ...) so\nthe tool layer can give the model honest, actionable messages.\nShortlink redirects resolve even when the final page is walled —\nthe resolved URL survives in the error.",
          "is_bot": false,
          "headline": "Add internal/fetch: web-page fetcher for the read_url tool",
          "author_name": "runixer",
          "author_login": "runixer",
          "committed_at": "2026-07-02T06:22:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1adf93a24fa8a835709f4647bb61584791361e31",
          "body": "- Rewrite the search mandate in the system prompt: search volatile\n  facts (news, prices, availability, local businesses), answer stable\n  knowledge directly, never fabricate specifics, and spend at most 2\n  internet_search calls per reply before answering with what's gathered\n- Synthesis turn at th\n[…]\none instead of\n  dropping tools: Gemini kept emitting tool calls by momentum with no\n  tools offered, leaving the final reply empty; an empty synthesis turn\n  now goes through the empty-response retry",
          "is_bot": false,
          "headline": "Search policy: volatile-vs-stable rule with a 2-search budget",
          "author_name": "runixer",
          "author_login": "runixer",
          "committed_at": "2026-07-02T05:57:15Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "0423b4dd1852385da9232f309be5ca3ec45c34c0",
          "body": null,
          "is_bot": false,
          "headline": "Release v0.10.2",
          "author_name": "runixer",
          "author_login": "runixer",
          "committed_at": "2026-07-01T23:12:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "411ba42192d3bfc63af32e95b9fb5348aa8dc341",
          "body": null,
          "is_bot": false,
          "headline": "Release v0.11.0",
          "author_name": "runixer",
          "author_login": "runixer",
          "committed_at": "2026-07-01T23:10:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "040f0ab7aaa2ee0f64accd37263449225b609441",
          "body": null,
          "is_bot": false,
          "headline": "Bump AWS SDK modules to latest patch releases",
          "author_name": "runixer",
          "author_login": "runixer",
          "committed_at": "2026-07-01T23:01:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d2dd964716fd8c1d92212c85340a4bafcaea7afe",
          "body": "…cross 1 directory (#19)\n\nBumps the actions group with 1 update in the / directory:\n[actions/checkout](https://github.com/actions/checkout).\n\nUpdates `actions/checkout` from 6 to 7\n<details>\n<summary>Release notes</summary>\n<p><em>Sourced from <a\nhref=\"https://github.com/actions/checkout/releases\">a\n[…]\n/compare/v6...v7\">compare\nview</a></li>\n</ul>\n</details>\n<br />\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): bump actions/checkout from 6 to 7 in the actions group a…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-01T22:56:36Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "19732dee786798e4480f9c61a827b9c2f9663055",
          "body": "… updates (#21)\n\nBumps the minor-and-patch group with 2 updates in the / directory:\n[github.com/aws/aws-sdk-go-v2/service/s3](https://github.com/aws/aws-sdk-go-v2)\nand [modernc.org/sqlite](https://gitlab.com/cznic/sqlite).\n\nUpdates `github.com/aws/aws-sdk-go-v2/service/s3` from 1.103.3 to\n1.104.0\n<d\n[…]\n of the specified dependency and ignore\nconditions\n\n\n</details>\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): bump the minor-and-patch group across 1 directory with 2…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-01T22:56:32Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "aebcd5d7dd46a651e904c0ad24987f07d31bfcfa",
          "body": "basicAuthMiddleware only guarded paths under /ui/, so the agent-log\ndetail endpoint at /api/agent-log/ was served without credentials\nwhenever debug mode was enabled — and any future non-/ui/ route would\nhave shipped unprotected too.\n\nFlip the check to default-deny: everything requires basic auth except\nan explicit public list (healthz, metrics, the secret-path webhook,\nfavicon, static assets). Compare credentials with\nsubtle.ConstantTimeCompare while here.",
          "is_bot": false,
          "headline": "Require dashboard auth on all routes by default",
          "author_name": "runixer",
          "author_login": "runixer",
          "committed_at": "2026-07-01T22:53:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "dfc782263b9076add1298ab8313ceb44776ef74e",
          "body": "- On reaching the cap, run one final turn without tools and an explicit\n  synthesis instruction instead of returning the empty-response fallback\n- Move the cap from a hardcoded 10 to agents.chat.max_tool_iterations\n  (default 5)",
          "is_bot": false,
          "headline": "Answer from gathered results when tool-call cap is hit",
          "author_name": "runixer",
          "author_login": "runixer",
          "committed_at": "2026-07-01T22:48:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f4da68cb5b10fb9b4bf958951d853a66ce949515",
          "body": "Replayed reranker requests previously dropped both the multimodal parts\nand session-injected candidate lines, so session-related model behavior\ncould not be reproduced offline:\n\n- Parse the reranker.media_parts event and rehydrate parts from\n  <snapshot>/files/<sha256>.* (new --files-dir flag).\n- Ac\n[…]\n the\n  current trailing \"| SESSION\" form, propagating IsSession.\n- Record selection IDs that fail numeric parsing in a new invalid_ids\n  field of the replay output so they can be counted mechanically.",
          "is_bot": false,
          "headline": "Teach replay-rerank to rehydrate media and session candidates",
          "author_name": "runixer",
          "author_login": "runixer",
          "committed_at": "2026-07-01T22:03:46Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "12d8e581f09c7e75d57dd552ee4d523dab0aeeab",
          "body": "Three layers against the reranker losing files from the active session:\n\n- Session candidates now render with a trailing \"| SESSION\" cell instead\n  of \"(session)\" in the score slot — the parenthesized tag right after\n  [Artifact:N] taught the model to emit \"Artifact:session\" as an ID.\n  Prompt (en/r\n[…]\nng' for the first seconds after it is sent, exactly when the\n  user asks about it, and was invisible to retrieval; the full-content\n  loader accepts these states too. 'failed' artifacts stay excluded.",
          "is_bot": false,
          "headline": "Keep just-sent files retrievable by the reranker",
          "author_name": "runixer",
          "author_login": "runixer",
          "committed_at": "2026-07-01T22:03:32Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "4206ce1bf6e29a2507adcee643cdb2e7100cb2aa",
          "body": "The straggler gate (coverage check + salvageStragglers) existed only in\nthe background chunk path; the force-process path still hard-failed on\nany uncovered message. Extract the gate into a shared resolveStragglers\nhelper used by both.",
          "is_bot": false,
          "headline": "Salvage stragglers in forced session processing too",
          "author_name": "runixer",
          "author_login": "runixer",
          "committed_at": "2026-07-01T22:02:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "75e580daeb8acb7f9e8a0f23b49dc44e6a77ea1f",
          "body": "## Problem\n\nWhen a user sends a voice message, the reranker can pull an old voice\nartifact from memory and load it into the turn as full audio. The voice\ninstruction told the model to quote every voice it sees, so it\ntranscribed the *recalled* recording and presented it as the transcript\nof the mess\n[…]\nng about a past voice): memory\nfile still fully recalled 3/3 — no over-suppression. Deterministic unit\ntests cover the marker key mapping, per-type marker placement,\nlocale-key presence, and the gate.",
          "is_bot": false,
          "headline": "Don't transcribe recalled audio as current voice (#22)",
          "author_name": "Constantine",
          "author_login": "runixer",
          "committed_at": "2026-07-01T20:58:11Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f6edeca3f6924948b18c6702313205334a54748c",
          "body": "A content-policy block during extraction means the file is rejected even\nfor benign captioning, so it will break any later turn that loads it into\ncontext — a latent landmine, not a transient error. It was falling into\nthe generic \"llm\" bucket (its message contains \"LLM call failed\"). Tag it\n\"safety\" first so {span.extractor.error_kind=\"safety\"} surfaces poisoned\nartifacts the moment they're uploaded, before a user retries into one.",
          "is_bot": false,
          "headline": "Classify safety-blocked artifact extraction as error_kind=safety",
          "author_name": "runixer",
          "author_login": "runixer",
          "committed_at": "2026-07-01T19:59:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4d0c05085781d5a0688e1594f3235739e42b89f0",
          "body": "A provider content-policy rejection (Gemini PROHIBITED_CONTENT/RECITATION,\netc.) failed the turn fatally and sent the user nothing, so they retried\ninto the same permanent block. Detect the safety class and reply with a\nlocalized \"blocked by the safety filter\" message instead of silence.\n\n- Add llm.\n[…]\nor type)\n- errorReplyText selects safety vs generic api_error and tags the root\n  span with bot.anomaly.safety_blocked for TraceQL\n- en/ru locale strings, anomaly doc, CHANGELOG\n- tests at both layers",
          "is_bot": false,
          "headline": "Tell the user when a request is blocked by the safety filter",
          "author_name": "runixer",
          "author_login": "runixer",
          "committed_at": "2026-07-01T19:51:18Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f3504bcceb65767e512e76adb004fd28729143aa",
          "body": "The LaTeX->Unicode converter misread a closed numeric pair like\n$1737,1$ as currency and bailed, leaving a stray $ that cascaded\nmis-pairing through the rest of the message.\n\n- Treat a tight $N$ pair as math (strip delimiters); reserve the\n  currency heuristic for unpaired $N (punctuation/conjunctio\n[…]\nagraph.\n- Steer non-KaTeX platforms (Telegram) to plain Unicode math in the\n  system prompt; keep the KaTeX block for Mattermost.\n- Add TestInlineMathNumericPairs; drop the now-dead looksLikeCurrency.",
          "is_bot": false,
          "headline": "Fix LaTeX leaking as raw $ in Telegram replies",
          "author_name": "runixer",
          "author_login": "runixer",
          "committed_at": "2026-06-24T03:02:42Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "3c26143d7a097f8dfe9c09b134c9365ec27b1cd3",
          "body": "The splitter (an LLM) occasionally ends one topic and starts the next with a\nshort exchange in between assigned to neither, leaving a coverage gap (e.g.\ntopics [661-670] and [674-679] skip 671-673). Coverage must be complete or the\nmessages are lost from long-term memory and stay forever unprocessed\n[…]\nng trace's exact splitter request showed the gap is an\nintermittent miss (~1/8 on the non-thinking model), not deterministic, so a\nmodel-agnostic salvage is the right fix rather than switching models.",
          "is_bot": false,
          "headline": "Salvage uncovered messages instead of failing topic extraction",
          "author_name": "Constantine",
          "author_login": "runixer",
          "committed_at": "2026-06-15T14:39:57Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "3e20a8b0c884a74ee888ea778dce8434ed18524d",
          "body": "Mattermost only let image/video attachments into the pipeline; text files were\nskipped. Route every non-media, non-audio attachment to the document path and\ndecide by content after download: if the bytes are valid UTF-8 text (no NUL),\ninline them and save the artifact; otherwise decline as unsupport\n[…]\n skipped explicitly rather than misrouted into the text path. Telegram\nbehavior is unchanged except that an unsupported document is now detected by\ncontent after download instead of by MIME before it.",
          "is_bot": false,
          "headline": "Accept text-file attachments on Mattermost/Time",
          "author_name": "Constantine",
          "author_login": "runixer",
          "committed_at": "2026-06-15T14:01:46Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "5dcfa99889db0e7e1088a70a4430b5ceb3d9f335",
          "body": "Previews were truncated by byte offset (s[:500]), which can split a multibyte\nrune — common with typographic chars (… — « » ') in Russian text. The stray\nbytes reached raw TEXT columns and Postgres rejected the insert\n(SQLSTATE 22021), silently dropping the agent log.\n\n- Truncate by rune, not byte, \n[…]\nly run the raw agent-log string fields through strings.ToValidUTF8\n  before insert, so a corrupted preview can never fail the whole row.\n\nAdd a regression test asserting the logger stores valid UTF-8.",
          "is_bot": false,
          "headline": "Fix invalid UTF-8 from byte-boundary truncation breaking agent logs",
          "author_name": "Constantine",
          "author_login": "runixer",
          "committed_at": "2026-06-15T13:46:01Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "0f08b6d11f52a4cc9ef62bf1ac5e1c78001205d8",
          "body": "golangci-lint's staticcheck flagged the nil-check + dereference pairs in\nagentlog and ui tests even though the guarding t.Fatal stops the test. Move\nthe dereference into the nil-check's else branch (ui) and assert via\nrequire.NotNil instead of an explicit == nil comparison (agentlog).",
          "is_bot": false,
          "headline": "Silence SA5011 nil-deref false positives in tests",
          "author_name": "Constantine",
          "author_login": "runixer",
          "committed_at": "2026-06-15T12:50:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "69c3e8b6af1fb8e360bb2f92db72147aaa775381",
          "body": "In channels the archivist filed participants as outside contacts with a\nnonsensical \"works with User\" bio and a relationship circle that only makes\nsense in a DM. Two changes:\n\n- Formalize the circle taxonomy: add Circle constants + NormalizeCircle, use\n  them in place of hardcoded strings, and norm\n[…]\n + en):\n  participants are described on their own terms and classified by channel\n  membership rather than relationship to a single \"User\".\n\nUpdate affected tests and add a NormalizeCircle table test.",
          "is_bot": false,
          "headline": "Fix channel participant memory: circle taxonomy + extraction",
          "author_name": "Constantine",
          "author_login": "runixer",
          "committed_at": "2026-06-15T12:39:47Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "3788f3a4e00919ba23a9d9b4f5461716b92a2421",
          "body": "The trace_id column and response_flags table landed in 0.10.1 as SQLite\nmigration 016, but the consolidated Postgres schema (schema/postgres.sql,\napplied by initPostgres) was never updated to match. There is no test\npinning postgres.sql to the migration end-state, so the drift was silent:\nPostgres b\n[…]\ndempotent `ALTER TABLE history ADD COLUMN IF NOT EXISTS trace_id`\nso existing Postgres databases retrofit on startup (the rest of the\nschema is pure CREATE IF NOT EXISTS and never alters live tables).",
          "is_bot": false,
          "headline": "Fix Postgres schema: add history.trace_id and response_flags",
          "author_name": "Constantine",
          "author_login": "runixer",
          "committed_at": "2026-06-15T12:32:37Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "1ff34de4d02e7d16143df27479484f355e4e9919",
          "body": "Bot accounts are local accounts (auth_service == \"\") and so fail the SSO\ntrust gate, which made laplaced reply \"access denied\" to e.g. an alerting\nbot that @-mentions it for an incident summary.\n\n- principal_resolver: optional botClassifier capability + ClassifyBot,\n  matching a bot's username again\n[…]\nets when a human\n  speaks, so two bots can't ping-pong forever.\n\nConfig: mattermost.principal_resolver.trusted_bots / max_bot_chain_depth\n(env LAPLACED_MATTERMOST_TRUSTED_BOTS / _MAX_BOT_CHAIN_DEPTH).",
          "is_bot": false,
          "headline": "Add trusted-bot allowlist with bot-to-bot loop guard",
          "author_name": "Constantine",
          "author_login": "runixer",
          "committed_at": "2026-06-15T11:43:06Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "10c2caf9ab4fcf1445427bda13eeb4fa036271ad",
          "body": "Rewrite READMEs and .env.example, refresh architecture docs, and add\ndocs for previously-undocumented subsystems.\n\n- README/.env: image generation, Mattermost/Time transport, PostgreSQL,\n  S3 storage, Vault, OpenTelemetry, streaming, configurable LLM endpoint;\n  drop dead Yandex vars and the non-exi\n[…]\nini-3.1-flash-lite,\n  reranker session-file injection, S3 artifact backend, generate_image\n- New architecture docs: transports, image-generation, reactor,\n  observability, streaming, database-backends",
          "is_bot": false,
          "headline": "Update docs to v0.10.1 feature set",
          "author_name": "runixer",
          "author_login": "runixer",
          "committed_at": "2026-06-14T09:14:00Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "6c4a8279dd0109e21a1e8cecff8bada46af30f90",
          "body": "Read-only CLI to vet an embedding-model swap before flipping config:\nre-embeds each stored row's content with a candidate model and reports\nthe cosine(old, new) distribution, wall time, prompt tokens, and a cost\nestimate -- the questions the in-place re-embed can't answer. Uses the\nproduction internal/llm client; never writes. Knobs for parallelism and\nbatch to size the migration.",
          "is_bot": false,
          "headline": "Add reembed-verify diagnostic tool",
          "author_name": "runixer",
          "author_login": "runixer",
          "committed_at": "2026-06-14T09:14:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "33a1acf845d636f211e9696afbbbe49fa510750f",
          "body": "UpdateFact never persisted the embedding column, so editing a fact's\ncontent left a vector matching the old text -- a silent recall\nregression invisible to tests and logs. Persist it (callers already\nrecompute on content change).\n\nPerson embedding text was composed five different ways (username\nincl\n[…]\ns depending on the write path, and the\nstartup re-embed drifted every username-bearing person. Route all\nsites through one canonical storage.ComposePersonEmbeddingText.\n\nAdd regression tests for both.",
          "is_bot": false,
          "headline": "Fix stale embeddings on fact/person update",
          "author_name": "runixer",
          "author_login": "runixer",
          "committed_at": "2026-06-14T09:14:00Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "b246900135de8f0291af5a8e20def0db80bcb6b2",
          "body": "- flash-lite and gemini-embedding-2 drop the -preview alias (both GA;\n  the embedding GA is byte-identical to preview, cosine 1.0 on\n  unchanged content, so the swap is a no-op vector-space change)\n- bump re-embed parallelism 8->16: ~1.9x faster, throughput plateaus\n  past 16 (the upstream embedding endpoint is the limit)",
          "is_bot": false,
          "headline": "Update default models to GA, speed up startup re-embed",
          "author_name": "runixer",
          "author_login": "runixer",
          "committed_at": "2026-06-14T09:14:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e1eb02c46c8e6e6b406304b51ca53d1fccf8bc91",
          "body": null,
          "is_bot": false,
          "headline": "Add /docs/safety/ to gitignore (internal safety-block notes)",
          "author_name": "runixer",
          "author_login": "runixer",
          "committed_at": "2026-06-14T09:14:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e33e355552869598c21919bce20d832bc8786617",
          "body": "The HTTP-200-with-error-body path retried every provider body error,\nincluding deterministic content-policy rejections. An enricher\nPROHIBITED_CONTENT 403 was retried 4x over ~21s on the user's critical\npath before failing anyway (enrichment is non-fatal, so the reply was\nonly delayed, not lost).\n\n-\n[…]\ne_limited /\n  upstream_5xx / thought_signature stay retryable\n- mark failed query enrichment on the RAG span (rag.enrich_failed) and\n  log it with user_id, since that line carried no trace correlation",
          "is_bot": false,
          "headline": "Don't retry permanent provider rejections (safety/invalid/too-long)",
          "author_name": "runixer",
          "author_login": "runixer",
          "committed_at": "2026-06-14T09:13:59Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "11ad5db04e40ff4d792b393c46a5c20d6c09a16e",
          "body": "Generalize the replay command beyond laplace.Execute so a captured\ngeneration from any agent (enricher, reranker, ...) can be re-run against\nthe live model:\n\n- --agent selects the <agent>.Execute span; --list-agents lists them\n- --model overrides the request model; per-variant \"model\" also supported\n[…]\n: drop_media,\n  strip_system_tags, keep_fact_ids, set_user_text\n- dump each raw response (.raw.json) and surface choice-level errors\n  (Gemini safety blocks arrive as choices[0].error / native SAFETY)",
          "is_bot": false,
          "headline": "testbot replay-laplace: replay any agent, override model, ablate context",
          "author_name": "runixer",
          "author_login": "runixer",
          "committed_at": "2026-06-14T09:13:59Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "6bbd2a4f01f80567ada5e59199e6c33a30400f86",
          "body": "Bumps the minor-and-patch group with 2 updates:\n[github.com/aws/aws-sdk-go-v2/credentials](https://github.com/aws/aws-sdk-go-v2)\nand [golang.org/x/net](https://github.com/golang/net).\n\nUpdates `github.com/aws/aws-sdk-go-v2/credentials` from 1.19.23 to\n1.19.24\n<details>\n<summary>Commits</summary>\n<ul\n[…]\n of the specified dependency and ignore\nconditions\n\n\n</details>\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): bump the minor-and-patch group with 2 updates (#18)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-14T06:49:11Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "10f0254b4df9a935c1457dc422c92e291c1aca73",
          "body": "…roup (#17)\n\nBumps the actions group with 1 update:\n[codecov/codecov-action](https://github.com/codecov/codecov-action).\n\nUpdates `codecov/codecov-action` from 6 to 7\n<details>\n<summary>Release notes</summary>\n<p><em>Sourced from <a\nhref=\"https://github.com/codecov/codecov-action/releases\">codecov/c\n[…]\n of the specified dependency and ignore\nconditions\n\n\n</details>\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): bump codecov/codecov-action from 6 to 7 in the actions g…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-14T06:49:07Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "a868b0c8478b4bb97c452110cc40f8234bd2a556",
          "body": "internet_search returned only the synthesized text with [N] markers\nand dropped the source URLs the search model provides in\nmessage.annotations, so the chat model invented plausible-looking\nlinks from memory.\n\n- Parse url_citation annotations on the LLM response\n- Append a source legend ([N] -> url\n[…]\nprompt\n  the model to weave only those URLs in as inline markdown links\n- Strip any link whose URL wasn't returned by a search tool this turn,\n  surfaced as the bot.anomaly.fabricated_url trace signal",
          "is_bot": false,
          "headline": "Ground web-search citations with real source URLs",
          "author_name": "runixer",
          "author_login": "runixer",
          "committed_at": "2026-06-14T00:07:07Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "be6008e0c54574cc020cef17a20a4f5245a5a836",
          "body": "A user can react to a bot reply to flag it as a bad response; the\nflag is stored with the reply's trace_id so an investigation can\nstart straight from the trace.\n\n- Receive inbound Telegram message_reaction updates (added to\n  allowed_updates) via a transport-neutral IncomingReaction; flag\n  only au\n[…]\nds on tracing being enabled.\n- Emit a bot.handleReaction span (reaction.emoji, message_id,\n  reply_trace_id) and a laplaced_bot_response_flags_total{emoji}\n  metric; add a testbot check-flags command.",
          "is_bot": false,
          "headline": "Add user reaction flags for bad bot replies",
          "author_name": "runixer",
          "author_login": "runixer",
          "committed_at": "2026-06-13T23:47:44Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "0a051b29540ca95930769f56b219fbc0972f0b3b",
          "body": "When a memory artifact (a remembered image/file) is loaded alongside the\nuser's live attachment, the model could build its reply around the\nrecalled file — keying analysis or edits of \"this photo/file\" to the\nwrong one. Tag current-message media with a 📷 marker (paired with the\nexisting 📄 memory-art\n[…]\nnew attachment.\n\nThe marker is gated on a memory artifact also being present, so the\ncommon single-attachment prompt is unchanged. Adds a regression test\n(media-type agnostic; covers the gate on/off).",
          "is_bot": false,
          "headline": "Mark current-message media so it isn't confused with recalled files",
          "author_name": "runixer",
          "author_login": "runixer",
          "committed_at": "2026-06-13T22:12:31Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f8c951474f8dda93e71151c1f90986bd6ed2cbfa",
          "body": "Replay a captured laplace generation from a trace file against the live\nmodel, with optional prompt variants, to reproduce and A/B-test fixes.\nThe verbatim request lives in the gen span's llm.request event (only\nbase64 is redacted); the tool rehydrates media by sha256 from a local\nfiles dir, applies a named variant, and POSTs it N times per variant.",
          "is_bot": false,
          "headline": "Add replay-laplace testbot command",
          "author_name": "runixer",
          "author_login": "runixer",
          "committed_at": "2026-06-13T22:12:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8ac3fb339839cd4bf6fd9f81ef8006fdc8cc83ef",
          "body": null,
          "is_bot": false,
          "headline": "Release v0.10.1",
          "author_name": "runixer",
          "author_login": "runixer",
          "committed_at": "2026-06-12T18:12:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "674ee6c4064ca2f8502ff3ef01ec4a01ad01b3e8",
          "body": "Test helpers and retrieval tests started RAG services without stopping\nthem; leaked background loops kept updating the global vector-index\ngauges and raced later tests in the package — TestUpdateVectorIndexMetrics\nflaked under -shuffle (caught by the pre-push hook). Every test-started\nservice now registers t.Cleanup(svc.Stop).",
          "is_bot": false,
          "headline": "Stop RAG services started by tests",
          "author_name": "runixer",
          "author_login": "runixer",
          "committed_at": "2026-06-12T18:12:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "daa33196ef3cca0d77426ebb0e2dca80e0ff5c6f",
          "body": null,
          "is_bot": false,
          "headline": "Add changelog entry for mid-generation provider error retry",
          "author_name": "runixer",
          "author_login": "runixer",
          "committed_at": "2026-06-12T18:04:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "784d413e5d5ea1104b9b5b58b03821d374bf3764",
          "body": "OpenRouter injects mid-generation provider failures as choices[i].error\n(\"JSON error injected into SSE stream\") in an otherwise-200 response,\nleaving message content truncated mid-JSON. The client only probed the\ntop-level error field, so the truncated completion was treated as a\nsuccess and failed \n[…]\nw also probes choice-level error envelopes,\nengaging the existing retry path. The streaming reader surfaces a\nchoice-level error chunk as a stream error instead of finishing cleanly\nwith partial text.",
          "is_bot": false,
          "headline": "Detect choice-level provider errors in HTTP 200 responses",
          "author_name": "runixer",
          "author_login": "runixer",
          "committed_at": "2026-06-12T18:03:58Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "5929f5afc5e851c88a6e8d662267afc7413ec19f",
          "body": null,
          "is_bot": false,
          "headline": "Add changelog entries for rendering and agent parsing fixes",
          "author_name": "runixer",
          "author_login": "runixer",
          "committed_at": "2026-06-12T17:11:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a14398dee4608d3b572c002a8ca682a88c162793",
          "body": "Gemini sometimes spends the whole budget on internal thinking and\nreturns no content; the extractor hit this on ~7% of artifact jobs\n(failed + backoff + re-spend). ExecuteSingleShot now retries once with\nreasoning disabled (when it was set) or forced to minimal (when absent,\nwhich means dynamic thin\n[…]\neShot, gaining the retry and\nagentlog records), splitter and reactor (replacing its fences-only\nstripper). Each agent span gains <agent>.json_repaired plus\n<agent>.empty_retry where the retry applies.",
          "is_bot": false,
          "headline": "Retry single-shot agents on empty LLM content",
          "author_name": "runixer",
          "author_login": "runixer",
          "committed_at": "2026-06-12T17:06:43Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "a4593ed5ee5762ff900c4fbc479b77ce05c7affb",
          "body": "The model occasionally emits fact_id/person_id/target_id/source_id as\nJSON numbers; the string-typed fields made the whole unmarshal fail and\na fully valid extraction result was discarded before any of the format\nfallbacks could run. The ID fields are now agent.FlexID (string or\nnumber), and parseRe\n[…]\nng garbage via\nagent.ExtractJSON before trying the format chain.\n\nThe agent span gains archivist.json_repaired and archivist.empty_retry\nattributes so repair and retry frequency are visible in traces.",
          "is_bot": false,
          "headline": "Accept numeric IDs in archivist responses",
          "author_name": "runixer",
          "author_login": "runixer",
          "committed_at": "2026-06-12T16:59:40Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c881a04337022e20117f3b42a12d7bd4d767333b",
          "body": "Promote the reranker's balanced-brace JSON extractor to the agent\npackage as ExtractJSON, with UnmarshalLenient (extract + unmarshal,\nreporting whether repair was needed) and FlexID (a string ID type that\nalso accepts JSON numbers and null). Single-shot agents parse raw LLM\noutput today and fail on fenced/prefixed/suffixed responses; follow-up\nchanges wire these helpers into the call sites. The reranker now uses\nthe shared implementation.",
          "is_bot": false,
          "headline": "Add shared lenient JSON extraction for agents",
          "author_name": "runixer",
          "author_login": "runixer",
          "committed_at": "2026-06-12T16:55:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "28da9ea587a73c0606fcd01c7420c9af088f74aa",
          "body": "The caption was budgeted at 1000 runes of markdown source, but Telegram\nenforces 1024 UTF-16 units on the rendered HTML; entity- and tag-heavy\ncaptions overflowed after conversion and the fallback shipped raw\nmarkdown (asterisks visible to the user). RenderCaption now lives on the\nRenderer seam: the\n[…]\nre\nrenderer bug produces an oversized chunk. Both send fallbacks surface as\nbot.anomaly.send_fallback_* span attributes with content-gated events;\ncaption demotion records bot.anomaly.caption_demoted.",
          "is_bot": false,
          "headline": "Fit media captions to the rendered-HTML budget",
          "author_name": "runixer",
          "author_login": "runixer",
          "committed_at": "2026-06-12T16:53:29Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "0a1d6b3d822d88c11ca651e9001d5e56638f7f3a",
          "body": "Markdown was split at a source-length budget, but HTML conversion (tags,\nentity escaping) expands chunks unpredictably; oversized chunks were sent\nanyway and Telegram rejected them with \"message is too long\", losing the\nreply. The renderer now re-splits the source markdown with a budget\nscaled by th\n[…]\na duplicated render\npipeline with only a warning on overflow; it now delegates to the\nTelegram renderer. The placeholder edit drops the status prefix when it\nwould push the first chunk over the limit.",
          "is_bot": false,
          "headline": "Enforce Telegram UTF-16 limits on rendered HTML",
          "author_name": "runixer",
          "author_login": "runixer",
          "committed_at": "2026-06-12T16:47:33Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d0e611cd8c28254c72c0631d31699142db535efc",
          "body": "SplitMessageSmart measured lengths in bytes, so Cyrillic text was split\nat roughly half the intended limit and forceSplitChunk could cut in the\nmiddle of a UTF-8 rune. The limit now means runes throughout.\n\nMarkdown tables join code blocks as protected ranges: the splitter no\nlonger cuts between tab\n[…]\niece.\n\nSplit-point priorities are now actually honored: within a budget window\nthe highest-priority point (paragraph break) wins instead of the\nfarthest line end, so multi-line paragraphs stay intact.",
          "is_bot": false,
          "headline": "Make message splitter rune-based and table-aware",
          "author_name": "runixer",
          "author_login": "runixer",
          "committed_at": "2026-06-12T16:39:55Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "2d45f3604e416e6b9b2e335e99190550dfa3584f",
          "body": "renderAutoLink, renderLink and renderFencedCodeBlock wrote URL bytes and\nthe fence info string into the HTML output unescaped. A '&' or '<' there\nproduced Telegram \"can't parse entities\" errors and dropped formatting\nvia the plain-text retry.",
          "is_bot": false,
          "headline": "Escape URLs and fence language tags in Telegram HTML renderer",
          "author_name": "runixer",
          "author_login": "runixer",
          "committed_at": "2026-06-12T16:32:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c448835ac01afd17410c5fb074921a5e1254c92d",
          "body": "- /ui/agents/reactor agent-log page + nav entry\n- Reactor prompt: explicit profile reaction preferences override rules\n- Document the reactor in CLAUDE.md and message-processing-flow.md",
          "is_bot": false,
          "headline": "Add reactor dashboard page and docs",
          "author_name": "runixer",
          "author_login": "runixer",
          "committed_at": "2026-06-12T15:03:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "da7b8efd25e5aa8cb0221a66efb9467b1ea20bb4",
          "body": "Reactions were a 10% dice roll with a random emoji from a hardcoded\nlist, often landing absurdly out of tone. Now a dedicated single-shot\nagent decides per message group whether a reaction is warranted and\nwhich emoji fits, seeing the user profile, recent history, message\ntext, and media (photos/voi\n[…]\nopped.\n- Config: agents.reactor (enabled, model; model inherits\n  agents.default). Env: LAPLACED_AGENTS_REACTOR_{ENABLED,MODEL}.\n- Remove dead pre-transport-seam reaction wire types (bot/reaction.go).",
          "is_bot": false,
          "headline": "Replace random emoji reactions with a reactor agent",
          "author_name": "runixer",
          "author_login": "runixer",
          "committed_at": "2026-06-12T14:50:21Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "2caf269066b5b3f31bbe877172880060d9a9e343",
          "body": "On gemini-3.5-flash an explicit \"low\" effort yields zero reasoning\ntokens, so the model skips arithmetic and constraint checking on\nplanning-heavy asks and answer quality becomes a dice roll. Dynamic\nthinking restores it at a moderate latency cost.",
          "is_bot": false,
          "headline": "Default chat agent to thinking_level \"auto\"",
          "author_name": "runixer",
          "author_login": "runixer",
          "committed_at": "2026-06-12T14:06:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5062d39103262f534f07fed6d5207f0633ee7e68",
          "body": "\"auto\" omits the reasoning field from LLM requests, letting Gemini pick\nits own thinking budget per request (dynamic thinking). Centralize the\nlevel-to-config mapping in llm.ReasoningFor, shared by the laplace,\nreranker, and archivist agents, and document that legacy \"off\" behaves\nthe same way on Ge\n[…]\nlash: effort \"low\" yields zero reasoning tokens,\nwhich on planning-heavy asks skips arithmetic/constraint checking and\ndegrades answer quality; dynamic thinking restores it at a moderate\nlatency cost.",
          "is_bot": false,
          "headline": "Add thinking_level \"auto\" for dynamic reasoning budget",
          "author_name": "runixer",
          "author_login": "runixer",
          "committed_at": "2026-06-12T13:49:22Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "ce8bb23d38d54c2ab10cd1fac846a81ada50c35b",
          "body": "The attribute was hardcoded to \"openrouter\" and would lie on any other\nbackend. Now the public OpenRouter API keeps its well-known name, and\nevery other OpenAI-compatible endpoint (litellm, vLLM) reports the\ngeneric \"openai\" per OTel GenAI semconv. The exact endpoint host is\nrecorded as the standard server.address attribute on every client span,\nso traces from different gateways stay distinguishable.",
          "is_bot": false,
          "headline": "Derive gen_ai.system span attribute from the base URL",
          "author_name": "runixer",
          "author_login": "runixer",
          "committed_at": "2026-06-12T13:32:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4e2a906e044b4a111794bf1c912729238afd700f",
          "body": "Map the pre-rename env names onto the llm config before cleanenv runs,\nso the current LAPLACED_LLM_* names win when both are set. Each legacy\nhit logs a deprecation warning. Decouples deploying this version from\nrenaming env vars in the deployment environment; the YAML section\nrename (openrouter: -> llm:) remains a clean break.",
          "is_bot": false,
          "headline": "Accept deprecated LAPLACED_OPENROUTER_* env vars with a warning",
          "author_name": "runixer",
          "author_login": "runixer",
          "committed_at": "2026-06-12T13:25:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a5e35b847230ad0b02ace232215e5de2eab42bd4",
          "body": "Fix stale references in localized README, testbot README, testing\nguide, and architecture docs: renamed env vars, MockLLMClient, and\nbackend-neutral wording in diagrams.",
          "is_bot": false,
          "headline": "Update docs for the openrouter -> llm rename",
          "author_name": "runixer",
          "author_login": "runixer",
          "committed_at": "2026-06-12T13:17:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "93227310a4e4a8ccf29551d0cb8c1b2cf0f272f5",
          "body": "Breaking config change, no backward compatibility:\n- YAML section `openrouter:` -> `llm:`; struct OpenRouterConfig -> LLMConfig\n- Env vars LAPLACED_OPENROUTER_{API_KEY,BASE_URL,IMAGE_INPUT_FORMAT,\n  PROXY_URL,PROVIDER_ORDER} -> LAPLACED_LLM_*\n- Vault secret field path openrouter.api_key -> llm.api_k\n[…]\nuter now say\nLLM API / OpenAI-compatible; genuine OpenRouter-specific notes\n(provider routing, validator quirks, generation API) keep the name.\nDeployments must rename their env vars before upgrading.",
          "is_bot": false,
          "headline": "Rename openrouter config section and env vars to llm",
          "author_name": "runixer",
          "author_login": "runixer",
          "committed_at": "2026-06-12T13:14:54Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "ba7ecfd1188ba4b0345a0324a15d036f490d24a3",
          "body": "Move OpenRouter-specific request/response extensions out of the generic\nclient into internal/llm/openrouter.go: Plugin/PDFConfig, ProviderRouting,\nBroadcast trace metadata helper, and the HTTP-200-with-error-body envelope\n(renamed openRouterBodyError -> providerBodyError and friends). The\ngeneric cl\n[…]\nse\nURL is always explicit now. Neutralize log and error strings that claimed\nthe backend is OpenRouter (\"openrouter API error\" -> \"llm API error\",\ncomponent \"openrouter_client\" -> \"llm_client\", etc.).",
          "is_bot": false,
          "headline": "Group OpenRouter protocol extensions in dedicated file",
          "author_name": "runixer",
          "author_login": "runixer",
          "committed_at": "2026-06-12T07:23:12Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f438fc90039cfd380a7103c9e66023b5f8691069",
          "body": "The package is a generic OpenAI-compatible LLM client (works against\nOpenRouter, litellm, vLLM via configurable base_url), so the\nprovider-specific name no longer reflects reality. Mechanical rename\nonly: directory (git mv), package clause, import paths, qualifiers,\notel tracer scope names, and comments that referenced the old package\nname. No behavior changes; Prometheus metrics already used the\nlaplaced_llm_* subsystem and are unchanged.",
          "is_bot": false,
          "headline": "Rename internal/openrouter package to internal/llm",
          "author_name": "runixer",
          "author_login": "runixer",
          "committed_at": "2026-06-12T07:15:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f7652da4332d1339b486dc37a4b470d3b3d4bea7",
          "body": "Postgres 15 and older reject an unaliased subquery in FROM, so\nCleanupFactHistory/CleanupAgentLogs failed at startup and the tables\ngrew unbounded (SQLite and Postgres 16+ tolerate the missing alias,\nwhich is why unit tests passed). Add a Postgres integration test that\ncovers both cleanups; it fails on PG15 without the alias.",
          "is_bot": false,
          "headline": "Fix retention cleanup on PostgreSQL 15: alias the derived table",
          "author_name": "Constantine",
          "author_login": "runixer",
          "committed_at": "2026-06-11T19:29:57Z",
          "body_truncated": false,
          "is_coding_agent": false
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          "oid": "e972382a60c46c77ade4963fccb1e5214c1d98ca",
          "body": "Public-repo hygiene requires English-only comments in tracked files.\nQuoted Russian examples of runtime data (date formats, UI placeholder\ntext, fixture strings) are kept verbatim where the Russian itself is\nwhat the code produces or matches.",
          "is_bot": false,
          "headline": "Translate remaining Russian code comments to English",
          "author_name": "runixer",
          "author_login": "runixer",
          "committed_at": "2026-06-11T11:10:53Z",
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          "oid": "64b5f8c4d7eb010d2635970beb35a70925935af7",
          "body": "- Replace the example PostgreSQL hostname with a placeholder\n- Drop internal design-option labels from schema and config comments\n- Use generic placeholder names in principal/identity test fixtures",
          "is_bot": false,
          "headline": "Scrub internal references from tracked files",
          "author_name": "runixer",
          "author_login": "runixer",
          "committed_at": "2026-06-11T11:00:09Z",
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          "body": null,
          "is_bot": false,
          "headline": "Release v0.10.0",
          "author_name": "Constantine",
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          "body_truncated": false,
          "is_coding_agent": false
        },
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          "body": "- Set the global TextMapPropagator (TraceContext + Baggage) in\n  obs.InitTracing when tracing is enabled\n- Extract newAPIRequest helper shared by chat, stream, and embeddings\n  call sites; it sets standard headers and injects traceparent\n- With tracing disabled the propagator stays noop, no header is sent\n\nAn OTel-instrumented OpenAI-compatible gateway now parents its spans\nto the bot's openrouter.CreateChatCompletion span instead of starting\na separate root trace.",
          "is_bot": false,
          "headline": "Add W3C trace context propagation to LLM client requests",
          "author_name": "Constantine",
          "author_login": "runixer",
          "committed_at": "2026-06-11T10:13:10Z",
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        },
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          "manifest": "go.mod",
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        }
      ],
      "all_dependencies": {
        "error": null,
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                    "code": "commits_last_year",
                    "params": {
                      "count": 369
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
            "band": "excellent",
            "name": "Release discipline",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "releases_count": 40,
              "latest_release_tag": "v0.10.3",
              "releases_from_tags": false,
              "days_since_latest_release": 11,
              "mean_days_between_releases": 8.9
            },
            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "40 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
                    "params": {
                      "count": 40
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                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 11 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "release_recency",
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                      "days": 11
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                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~8.9 days",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 8.9
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                ],
                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
                "detail": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "abandonment",
            "band": "excellent",
            "name": "Abandonment",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
              "state": "maintained",
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              "red_flag": false,
              "multiplier_pct": 100,
              "declared_reason": null,
              "unverified_reason": null,
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              "unanswered_open_issues": null,
              "days_since_last_merged_pr": null,
              "days_since_last_human_commit": 10,
              "days_since_last_human_commit_is_floor": false
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            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "last human commit 10 days ago",
                "points": 100,
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                "details": [
                  {
                    "code": "abandonment_maintained",
                    "params": {
                      "days": 10
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                  }
                ],
                "max_points": 100
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            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "at_risk",
        "name": "Community & Adoption",
        "value": 38,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "critical",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
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              "forks": 0,
              "stars": 5,
              "watchers": 0,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "below_threshold"
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            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "5 stars",
                "points": 9.8,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 5
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                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "0 forks",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 0
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "0 watchers",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 0
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "good",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 70,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "has_pull_request_template": false
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (MIT)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "MIT"
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                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 18,
                "status": "met",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.3
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "at_risk",
        "name": "Sustainability & Governance",
        "value": 48,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "critical",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 10,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 1,
              "top_contributor_share": 1
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
                "points": 9,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 1
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                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 100% of commits",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 100
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                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "1 contributors",
                "points": 1.4,
                "status": "partial",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 1
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                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 0 contributing companies or organizations -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "moderate",
            "name": "Issue & PR responsiveness",
            "note": "Excluded from scoring (no data or not applicable): Issue resolution. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "issue_resolution"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
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            ],
            "value": 56,
            "inputs": {
              "merged_prs": 18,
              "open_issues": 0,
              "closed_issues": 0,
              "issue_closed_ratio": null,
              "closed_unmerged_prs": 5
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "no issues or no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_issues_or_data",
                    "params": {}
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "18/23 decided PRs merged",
                "points": 29.9,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 18,
                      "decided": 23
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                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 0/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "at_risk",
            "name": "Ownership & stewardship",
            "note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "verified_domain"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 42,
            "inputs": {
              "followers": 8,
              "owner_type": "User",
              "is_verified": null,
              "owner_login": "runixer",
              "public_repos": 4,
              "account_age_days": 6224
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            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "personal (user) account",
                "points": 10,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_personal",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": "not applicable to user accounts",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_applicable_to_user_accounts",
                    "params": {}
                  }
                ],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "8 followers of runixer",
                "points": 6.9,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 8,
                      "login": "runixer"
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "4 public repos, account ~17 yr old",
                "points": 17.1,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 4
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                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 17
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "github.com/runixer/laplaced"
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              "ecosystems": "go",
              "any_deprecated": false,
              "min_days_since_publish": 11
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on go",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "go"
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 11 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 11
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                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "41 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 41
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "good",
        "name": "Engineering Quality",
        "value": 78,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "good",
            "name": "Engineering practices",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_ci_tests"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 80,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "2 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": ".golangci.yml",
                "points": 16,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".golangci.yml"
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                  }
                ],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "no pull request found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "good",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 75,
            "inputs": {
              "topics": [
                "ai-assistant",
                "chatbot",
                "gemini",
                "golang",
                "llm",
                "rag",
                "self-hosted",
                "telegram-bot"
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              "has_wiki": false,
              "homepage": null,
              "has_readme": true,
              "has_docs_dir": true,
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            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "8 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 8
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                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "at_risk",
        "name": "Security",
        "value": 30,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
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            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): CI-Tests. Remaining weights renormalized. High-Risk Jurisdiction Policy applies a 20% multiplier to Security posture and gives it an At risk ceiling of 49.",
            "notes": [
              {
                "code": "excluded_no_data",
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "jurisdiction_posture_adjustment",
                "params": {
                  "cap": 49,
                  "pct": 20
                }
              }
            ],
            "value": 12,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 17,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 1,
              "scorecard_aggregate": 6.1,
              "high_risk_jurisdiction_cap": 49,
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              "security_posture_after_multiplier": 12,
              "security_posture_before_jurisdiction": 61
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection is not maximal on development and all release branches",
                "points": 2.2,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "no pull request found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 0/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
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              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 0 contributing companies or organizations -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "no SAST tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "GitHub workflow tokens follow principle of least privilege",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 87 resolved dependencies against OSV. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories",
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 87
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 87,
              "unassessed_packages": 0,
              "affected_by_severity": "none",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 87,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "critical",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 20,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": true,
              "exposures": [
                {
                  "role": "owner",
                  "count": 1,
                  "country": "Russia"
                },
                {
                  "role": "top_contributor",
                  "count": 1,
                  "country": "Russia"
                }
              ],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 2
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "Russia: owner (1); Russia: top_contributor (1)",
                "points": 20,
                "status": "partial",
                "details": [
                  {
                    "code": "jurisdiction_exposure",
                    "params": {
                      "role": "owner",
                      "count": 1,
                      "country": "Russia"
                    }
                  },
                  {
                    "code": "jurisdiction_exposure_next",
                    "params": {
                      "role": "top_contributor",
                      "count": 1,
                      "country": "Russia"
                    }
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "excellent",
        "name": "AI Readiness",
        "value": 85,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "excellent",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.885,
              "agent_instruction_files": [
                "CLAUDE.md"
              ],
              "agent_instruction_max_bytes": 33120
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "CLAUDE.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "CLAUDE.md"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "85 of 96 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 85,
                      "sampled": 96
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 80,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "go.sum"
              ],
              "has_dockerfile": true,
              "typed_language": true,
              "bootstrap_files": [
                "Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": 0,
              "toolchain_manifests": [
                "go.mod"
              ],
              "dependency_bot_commit_share": 0.04
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Makefile"
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": ".golangci.yml",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".golangci.yml"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "Go (statically typed)",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "Go"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile, lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no agent-authored commits among the last 100",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_authored_commits",
                    "params": {
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "4 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 4,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "excellent",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "primary_language": "Go",
              "largest_source_bytes": 62897,
              "source_files_sampled": 420,
              "oversized_source_files": 1
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Go (statically typed)",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "Go"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "1/420 source files over 60KB",
                "points": 54.9,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 420,
                      "oversized": 1
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [],
  "report_type": "repository",
  "generated_at": "2026-07-21T20:14:49.521940Z",
  "schema_version": "0.23.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/r/runixer/laplaced.svg",
  "full_name": "runixer/laplaced",
  "license_state": "standard",
  "license_spdx": "MIT"
}