Commit Graph
24 Commits
Author SHA1 Message Date
amosblomqvist 67fbc0575f Author-once plan protocol: single mermaid plan_init + derived statuses + live quiz nodeId validation
- plan_init is now the ONLY plan tool: a mermaid 'graph TD' block parsed by a
  constrained-subset parser (mermaid-plan.ts) with line-precise errors; the
  seven mutation/tracking tools are gone by design (2026-09-03 design pass).
- Re-call plan_init = sanctioned wholesale rewrite; slugs are permanent.
- derivePlanStatuses (contracts/plan.ts): done = passed check tagged with a
  quiz nodeId; current = open check's node else first topo-ready node — the
  tracking the teacher no longer declares by hand.
- questionToolsFor(ctx) (tools.ts): the quiz schema chains a dynamic plan-
  nodeId validation against the LIVE record — an invalid nodeId is rejected
  at the call boundary and the teacher retries mid-turn, before any UI.
  Static questionTools stay validator-less for the default path.
- Prompts rewritten for mermaid authoring + derived position.
- Out-of-lane surgical touches (flagged for master review):
  src/core/question-core.ts (quizInputObject export + nodeId description),
  src/core/contracts/plan.ts (derivePlanStatuses + doc).
2026-09-09 03:04:16 +03:00
amosblomqvist b07c907ffd Graph redesign: true propositions, follows/supports, auditor-owned identity (vision §1 minimal implementation)
The minimal implementation of the 2026-09-02 graph vision (docs/vision.md §1):

- contracts/graph.ts: every node is a TRUE proposition (statement is both
  rendering label and identity key; required description; no kind, no name).
  Edges are follows (derivable) / supports (grounds without entailing) with
  message-granular provenance points {chatId, messageId}. Events reduce to
  correct/miss/dont-know plus observation (understanding notes); no taught
  events, no misconception kind.
- extraction.ts: extractor is TREE-BLIND (transcript only, no plan tree) and
  free-form; auditor sees findings + the current graph, owns faithfulness and
  identity (link-or-create verdict per proposition, recorded as linkTo);
  transcriptView tags every line with its message id (provenance anchors).
- core/graph.ts merger: applies verdicts deterministically — linkTo appends
  a link line (phrasings join aliases, provenance unions; reads merge by id),
  absent creates; NO string matching anywhere. Quiz events rebuilt from tool
  parts with attribution-only nodeId resolution; understanding notes become
  observation events (obs:<sourceId>); mapping lines are the verdict audit
  trail and make re-merges idempotent.
- deriveNodeStates: transitional — latest quiz event wins (known/missed/
  dont-know, else candidate); taught unreachable until the state-model
  ideation lands.
- graph-context.ts + 50-graph-context.md: follows chains, hotspot grouping,
  state vocabulary updated for the new event kinds.
- graph-view.tsx: node label is the statement; detail shows statement +
  description.
- tests: merger verdicts (link, no-string-match, cross-chat assertions),
  tree-blind pipeline end-to-end, follows vocabulary in context tests.
  276/276 green.
2026-09-08 22:19:37 +03:00
amosblomqvist 28ccc76594 fix: README.md leaked into the teacher's system prompt
composeInstructions loaded EVERY .md in src/agent/prompts — including
README.md, the directory's human documentation, which rode into the
system prompt as its own section (visible in OpenRouter logs, old POC
paths and all).

The loader now enforces the documented convention: only numeric-prefix
fragments (\d+-*.md) compose. README.md stays in the directory as docs
and can never reach the model again. README's rule text updated to
match; composeInstructions exported for tests; regression test asserts
the README never leaks and every numeric fragment composes verbatim.
2026-09-02 03:19:03 +03:00
Amos 99fa3f0847 Pi-style ack-and-steer sub-agent protocol: dispatch mid-turn, steer via server wake turn
The job tools (research/demo/visual) switch from client-side turn-breaking
calls to pi's model: execute resolves IMMEDIATELY with a fire-and-forget
ack, the teacher's turn continues, and the result arrives later as an
injected user-role steer message that wakes the teacher in a new
server-side turn.

- contracts.ts: THE ASYNC PROTOCOL rewritten (ack now, steer later); steer
  types (SubagentSteerMessage, metadata.subagentResult + data-subagent-
  artifact part), pure buildSubagentSteer/steerDelivered/isSubagentFailure
- tools/jobs.ts: jobTools(ctx) factory — server-side execute creates the
  job (deduped by toolCallId), fires spawn with the dispatch-time input
  (the part isn't persisted yet at execute — a transcript scan would race)
- runner.ts: runJob(jobId, input?) builds the steer and hands it to the
  injected deliver seam; pipeline owns the done/error flip (a polling
  client re-syncs once, at the end); failures still steer
- server/jobs.ts (new pipeline): per-chat serialized queues on globalThis,
  idle gates (turn liveness + pending question, 1.5s grace), 409 retry
  with backoff, idempotent per jobId, stale-job recovery sweep (re-deliver
  or re-spawn); wake turns run through the same handleChatRequest
  composition via setTurnRunner injection
- chat-handler.ts: wires runner+deliver+tools ctx; drops spawnTurnJobs
  from onFinish; teacher default registry = question tools only
- plan.ts: PlanToolContext split out (plan tools need no job wiring)
- visual-maker: edit_svg added (pi parity — exact-match single
  replacement, fuzzy context on a miss); researcher: pi's kept/dropped
  source accounting restored
- prompts 20-jobs/40-demos: async discipline rewritten (announce and keep
  teaching, no waiting/polling/fabricating, parallel dispatch, teach with
  the artifact when it arrives)
- tests: jobs.test.ts rewritten (dispatch ack mid-turn, runner steers,
  wake pipeline: deferral/409/idempotency/failure), demos.test.tsx runner
  tests ported to runJob + fake deliver; 222 green

FLAGGED surgical touches outside the stream's owned files, for master
review at merge: src/core/contracts.ts (protocol doc + steer types),
src/core/ui-message.ts (job tool + data-part types), src/server/
chat-handler.ts (wiring), src/server/turn-service.ts (spawnTurnJobs
retirement), src/agent/teacher-agent.ts (default tools), src/agent/tools/
plan.ts (context type split).

Verified live on PORT=3003 with real models: teacher dispatched research
mid-turn, researcher ran real searches/fetches, steer injected on quiz
answer, wake turn wove the brief in citing its sources, job flipped done;
a client/wake race correctly 409'd.
2026-09-01 19:15:43 +03:00
Amos 2e4e43b8c4 Graph nodes gain a name; nodes are objective facts (no learner/session references)
Schema: GraphNode + ExtractedProposition carry 'name' — a short 2-6 word
header, the rendering handle. Node theory made explicit: a node is an
objective world-facing fact; the learner's relationship to it lives
entirely in the event ledger (state labels are derived, never stored).
Extractor + auditor instructions enforce it — misconceptions state the
wrong idea itself as a claim, never 'the learner believes Y'. Legacy
ledger lines without a name derive one from the statement on read.
graph-view: labels use the name; the detail panel shows name as header
and statement as body.
2026-09-01 03:34:47 +03:00
Amos 49a6a6d9a0 Match the pi learning system's tool definitions (quiz/ask)
Compared the port against the original pi setup
(vault/π/learn/.pi: quiz.ts, ask-user-question.ts, teach SKILL.md) —
the pi version never produced invalid correctAnswer values. Root cause
of the port's validation failures: the pi options schema's 'Give each
option a stable value; you reference the correct one by that value in
correctAnswer' sentence was dropped in the port. Without it the model
omits values and must copy a long natural-language label verbatim into
correctAnswer — and instead slugifies it ('cultural-diagnosis' for
'A cultural diagnosis') every turn.

Now matched to pi:
- quiz schema: pi's field order (question, details, options,
  multiSelect, correctAnswer, explanation) and descriptions — options
  carry the stable-value instruction, correctAnswer is phrased as a
  value reference ('the value field of the option you intend'), not a
  copy-exact-or-fail threat. nodeId (lh-only, graph) stays.
- ask schema: dropped the redundant 'mode' param (pi has none; the dock
  already infers from options presence), pi's descriptions.
- quiz tool description: pi's full text (ask contrast, note field,
  dontKnow semantics) minus terminal-only details, plus lh's turn
  protocol sentence.
- system-prompt: fixed the stale 'exactly two tools' line (plan/research/
  demo/visual tools have their own sections).

Not matched, deliberately: tool results stay JSON (pi sends curated
text; formatAnswerMessage exists if we want it later), shuffle param
(lh always shuffles seeded), pi's ask '(Recommended)' label hint.
2026-09-01 03:00:23 +03:00
Amos 59fc2ef863 Centralized model config (config.ts MODELS) + extraction seam logging
MODELS in config.ts is now THE single tuning table: model id + OpenRouter
reasoning effort for teacher/researcher/demoBuilder/visualMaker/extractor/
auditor. .env.local is secrets-only (LH_* model vars removed; all sub-agents
previously had NO reasoning setting -> provider-default unbounded thinking,
the extraction token burn). One factory (src/agent/models.ts modelFor) wires
all six call sites; test injection unchanged. EXTRACTION.everyNQuizAnswers
moved to a config literal too. Plus the §5 one-line-per-seam logging in the
extraction pipeline: pipeline start, extractor/auditor start + per-step,
audit kept, merged — previously silent until completion, which made live
runs look like they never fired.
2026-09-01 01:47:47 +03:00
Amos 5dab8d12d4 Quiz hardening: cross-field schema validation rejects ungradeable quizzes
quizInputSchema now enforces (via pure quizInputProblems + superRefine) that
correctAnswer resolves against option values, options are non-empty and
unique, and multi-answer requires multiSelect — schema-valid now implies
gradeable. The AI SDK already returns invalid tool input to the model as a
tool-error part (verified in ai@7 run loop), so the teacher retries in the
same turn. chat-handler onError passes tool-input validation messages
through to the client (masked 'An error occurred.' for everything else).
Covers the Gate 3 GLM failure: correctAnswer slug matching no option.
2026-09-01 01:47:47 +03:00
Amos af90fadcda Extraction pipeline: extractor → auditor → merger — the sole graph writer (stage 5)
The knowledge graph's write channel is now the pivot's target
architecture (vision §1 construction):

- src/agent/subagents/extraction.ts — the pipeline factory
  (createExtractionPipeline({ chatStore, graphStore, extractor?,
  auditor? }); models env LH_EXTRACT_MODEL ?? LH_MODEL):
  * transcriptView(): the compact view both LLM stages see — final plan
    tree with node ids, conversation verbatim, QUIZ lines with outcomes,
    mark_done lines; job tool parts are one-liners, plan ops fold into
    the tree line.
  * Extractor: transcript → SessionFindings (propositions incl.
    misconceptions and prose-only supports edges, attribution for
    UNTAGGED probes, all with verbatim evidence) via one zod-validated
    submit_findings call.
  * Auditor: transcript + findings → the verified subset + drops (the
    faithfulness net) via submit_review.
- src/core/graph.ts — emitChat/foldStaleChats/replayFinalTree retire;
  mergeFindings() replaces them as the pipeline's deterministic apply
  stage: exact/alias identity resolution (one mapping line per (chat,
  graph node)), edge dedupe, and event rebuild FROM THE TRANSCRIPT's tool
  parts — kinds/timestamps/refs/notes deterministic, the LLM's only event
  say being WHICH proposition an untagged probe tested (retroactive —
  the vision's open question #3, resolved structurally: tagged events
  resolve deterministically; attribution rescues untagged and
  tagged-but-unmapped ones; unattributable land null + question text).
  pendingQuizAnswers() is the trigger helper.
- Trigger (turn-service.ts triggerExtraction, replacing the old
  foldTurnIntoGraph body): once a chat accumulates
  EXTRACTION.everyNQuizAnswers (LH_EXTRACT_N, default 3) new answered
  quizzes, fire the pipeline async — single-flight per chat, failure
  checkpoints nothing and re-runs on the next trigger. Deliberately a v1
  placeholder isolated in ONE seam, trigger-agnostic pipeline.
- GET /api/graph is now a pure read (foldStaleChats gone).
- NodeMapping.treeNodeId → sourceId (the mapping key is now the writer's
  local proposition id — tree node when tree-derived); store strict-read
  schema updated. Local ledger data regenerates through the pipeline.
- Tests: graph.test.ts rewritten around mergeFindings (identity,
  attribution paths incl. ghost-rescue, idempotency, cross-session
  provenance, trigger counting), graph-context.test.ts merge section
  converted to findings-driven, NEW extraction.test.ts — transcriptView
  units + the full pipeline with mock models (audit drops, failure
  checkpoints nothing, single-flight). 195/195, tsc/eslint/build clean.

Probe attribution (vision open question): probes attach retroactively by
the extractor against the whole transcript; a pre-tree probe maps to a
proposition the tree only articulates later. Fuzzy/embedding merge
adjudication stays deferred (conservative exact/alias only).
2026-08-31 22:36:41 +03:00
Amos 59e1fee850 Turn services + agent DI: chat-handler becomes the composition root (stage 4)
The chat turn is now composed, not implemented, by chat-handler.ts:

- src/server/turn-service.ts: one named, error-contained seam per turn
  responsibility — buildTeacherContext (W8 read channel), persistTurn
  (canonical state write), spawnTurnJobs (async protocol kick-off),
  foldTurnIntoGraph (session→graph consolidation; the extraction-pipeline
  stage swaps this body behind the same seam). Each takes its deps
  explicitly; failures log one [chat <id>] line and never touch the
  response.
- chat-handler.ts wires: storage ports (stores), the job runner, the
  teacher tools (ctx = chatId + injected ChatStore), and the services.
  It no longer contains any logic beyond request validation.

Agent layer now receives dependencies instead of importing them — a new
lint zone enforces it (src/agent never imports src/server or src/store;
verified to fire both ways):

- runner.ts: createJobRunner({ chatStore, jobStore }) factory returning
  the spawn hook + the three job runners; the model-override test seam
  stays module-level. Bodies otherwise verbatim.
- plan tools: persist through the ctx-injected ChatStore
  (TeacherToolContext = { chatId, chatStore }).
- teacher-agent's dependency-free default registry is now the true
  client-side set: questionTools + jobTools (jobTools was ctx-parameter-
  shaped but never used its ctx — now honestly context-free). Production
  always passes createTeacherTools({ chatId, chatStore }); tests that
  drive a bare mock model get the client-side set unchanged.

Zero behavior change: tsc clean, 190/190 tests, eslint clean, production
build clean. Tests inject the same fs ports the chat-handler does.
2026-08-31 22:16:03 +03:00
Amos 1167157c23 Storage ports: ChatStore/GraphStore/JobStore + adapters + core inversion (stage 3)
Per-entity semantic ports (src/core/ports.ts), one adapter family
(src/store/*, fs JSON/JSONL), exactly one composition point
(src/server/stores.ts). Dependency direction is now machine-checked:
adapters implement core interfaces; core never imports an adapter.

The inversion:
- core/graph.ts (emitChat/getGraph/graphSnapshot/foldStaleChats) is now
  pure — it takes the storage ports as explicit parameters (GraphDeps).
  No store imports; newGraphNodeId is local; node id format unchanged.
- core/graph-context.ts buildGraphContext() no longer defaults to the
  live ledgers: the chat-handler hands in getGraph(graphStore) per turn.
- store adapters export exactly one object each implementing their port
  (chatStore/graphStore/jobStore); bodies otherwise verbatim.
  NodeMapping + SessionCheckpoint moved store/graph -> core/contracts
  (they ARE contract shapes); CreateJobInit/JobPatch live in ports.
- titleFromPrompt moved store/chats -> core/contracts (pure helper,
  planNodeStatus precedent). Store modules now contain persistence only.
- server/stores.ts is the composition root; server/{chats,graph,jobs}.ts
  and chat-handler wire from it; agent (plan tools, sub-agent runner)
  call the port objects. The shell surface (@/src/server exports) is
  unchanged.

Lint law extended: the whole of src/core is now a purity zone (was a
file glob with a graph/graph-context exemption). Verified it fires on
core->store imports; tsc clean, 190/190 tests, eslint clean, prod build
clean (prerender 6/6). Tests pass deps explicitly — graph.test uses the
same fs-adapter pair stores.ts wires in production; graph-context.test
keeps its in-memory ledgers as a GraphStore implementation.
2026-08-31 20:00:12 +03:00
Amos e92140f993 Shell/core import law: public API barrels + ESLint enforcement (stage 2)
The shell now imports through exactly two barrels, enforced by
import/no-restricted-paths (npm run lint):

  components/**  ->  "@/src/core"      (pure core API, browser-safe)
  app/**         ->  "@/src/core" + "@/src/server" (server entries)

Zone violations are lint errors with architecture-pointer messages; the
pure-core modules (contracts, question-core, plan-tree, phases, pending,
math-delims, ui-message) may never import agent/server/store.

Supporting moves (direction: IO layers -> core):
- core/index.ts: the core public API barrel
- core/ui-message.ts: moved from src/agent (it was shell-facing all along)
- quiz/ask input zod schemas moved agent/tools -> core/question-core
  (the question contract, alongside the grading logic)
- ChatRecord/ChatSummary moved store/chats -> core/contracts (single schema)
- GraphSnapshot/NodeStateClass moved core/graph -> core/contracts (the
  /api/graph payload IS a contract; the pure renderer needs only these)
- src/server/{chats,graph,jobs}.ts + index.ts: thin server entries for the
  transport layer; GET /api/graph's fold side-effect now lives behind
  graphView() instead of inline in the route

Gates: tsc clean, 190/190 tests, eslint clean (law verified to fire on
store/agent/subpath violations), production build clean.

(Repo repair en route: a git object (app/chat/[id] tree) was missing from
the object store — reconstructed byte-exactly via mktree from its blob;
the broken node_modules that stalled the build was cleanly reinstalled.)
2026-08-31 19:51:17 +03:00
Amos 806e1405d5 W8: graph-as-context injection + exact-match merge 2026-08-22 11:41:50 +03:00
Amos 9a99b01159 W5: probe/teach phases — divider + collapsed teach checks 2026-08-22 10:26:51 +03:00
Amos 6f1b35b2c2 W6: demo + visual artifacts, verifying builders 2026-08-22 10:24:02 +03:00
Amos c27f7f2f76 Base prompt: mermaid label-quoting rule (live session hit the lexer error) 2026-08-22 09:49:18 +03:00
Amos 866352cb65 Base prompt: accuracy rule now points at the research tool for material facts 2026-08-22 09:37:54 +03:00
Amos df16750560 W2: async job infra + researcher sub-agent
- src/store/jobs.ts: per-job JSON store in data/jobs (create/get/update/list,
  dedup by toolCallId)
- src/agent/tools/jobs.ts: research tool — client-side (no execute), turn ends
  at the call; input per contracts ResearchToolInput
- src/agent/tools/web.ts: server-side web_search (Google CSE) + web_fetch
  (Readability/Turndown/linkedom, Jina fallback) — errors return as strings,
  never thrown into the agent loop. Deps: @mozilla/readability, linkedom,
  turndown (+@types/turndown dev)
- src/agent/subagents/researcher.ts: isolated ToolLoopAgent (web tools only,
  12-step cap), researcher prompt ported from pi
- src/agent/subagents/runner.ts: spawnPendingJobs hook + runResearchJob —
  fire-and-forget, activity line per tool call, fulfills the part in the
  LATEST chat record (output-available) before flipping job status; failure
  still fulfills the part so the teacher learns the outcome
- src/server/chat-handler.ts: onFinish spawn hook after saveMessages
- app/api/jobs/route.ts: GET ?chatId= polling endpoint
- components/artifacts/job-card.tsx + registry entry: polling activity card
  (2s) → syncFromServer on finish; research-brief card (markdown + sources)
- src/agent/prompts/20-jobs.md: research doctrine for the teacher
- tests/jobs.test.ts: store CRUD, spawn hook via scripted mock teacher,
  runner completion/failure with fake model + stubbed fetch
2026-08-22 09:36:15 +03:00
Amos 92fb8e56d8 Base prompt Phase 2: dependency map is built with plan_init, not mermaid 2026-08-22 09:28:25 +03:00
Amos 1e18d804fc W1: plan-tree tools — pure validated ops, eight server-side plan_* tools, tree persistence, teacher prompt fragment
- src/core/plan-tree.ts: pure tree ops (createTree/addNode/updateNode/removeNode/
  addEdge/removeEdge/setCurrent/markDone), DAG invariants (unique ids, existing
  endpoints, no self-loops/duplicates/cycles), cascade remove, version bumps on
  state changes only (true no-ops for idempotent setCurrent/markDone).
- src/agent/tools/plan.ts: plan_init (refuses re-init), plan_add_node (optional
  parents → requires edges), plan_update_node, plan_remove_node, plan_add_edge,
  plan_remove_edge, plan_set_current, plan_mark_done. Execute = getChat → op →
  saveTree → PlanToolResult with the full updated tree; PlanTreeError and missing
  chats become {ok:false, error, tree}.
- src/agent/prompts/10-plan-tree.md: tree-authoring doctrine (when: post-probe;
  grain: one reasoning step per node; discipline: set_current on start,
  mark_done on demonstrated mastery; freedom: mid-session restructure).
- tests/plan-tree.test.ts: every validation error path, version semantics,
  cascade remove, no-mutation, tool round-trips against the real chat store.
2026-08-22 09:27:27 +03:00
Amos 856eb67da1 Base prompt: \(...\)/\[...\] math delimiters, $ literal currency, mermaid encouraged 2026-08-22 09:15:29 +03:00
Amos c55bae0de6 Wave 0: shared contracts + extension points
- src/core/contracts.ts: plan tree / graph / ledger / job protocol / artifact
  registry types — the single source of truth for all workstreams
- tools: per-request factory createTeacherTools({chatId}) composing
  questionTools + planTools (stub) + jobTools (stub); quiz gains nodeId
- prompt composition: system-prompt.md + sorted src/agent/prompts/*.md
- ChatRecord.tree + saveTree; pending gate scoped to quiz/ask (+findPendingJobCall)
- chat.tsx: artifact renderer extension point + ChatActionsContext.syncFromServer
2026-08-22 09:06:24 +03:00
Amos 46d71380fa UI iteration 1: app shell + full LaTeX pipeline
Layout:
- Home = knowledge-graph placeholder (main view) with new-session input
  docked below; session list moved out of home into a hamburger drawer
- SessionDrawer: slide-over session navigation (backdrop/ESC close, active
  highlight, fetches /api/chats on open) on both home and chat headers
- Chat header loses the back button — the drawer is the navigation

Math (inline $ was silently not rendering):
- @streamdown/math defaults singleDollarTextMath:false — now
  createMathPlugin({ singleDollarTextMath: true }) in message + reasoning
- katex.min.css imported in layout (streamdown does not inject plugin
  styles; display math only looked right via browser MathML fallback)
- QuizCard/AnsweredCard route question/options/explanation through
  MessageResponse; user chat bubbles render markdown+math too
- Currency hazard: micromark-extension-math@3.1 lacks pandoc's
  closing-digit rule, so bare '$5 and $10' parses as math — defense is at
  the source: system prompt now instructs escaped \$5 / 'USD' for money

Hydration fix (React #418):
- QuizCard shuffled options with Math.random() — server/client orders
  diverged. shuffleOptions now takes an injectable RNG; QuizCard passes
  seededRandom(toolCallId) (mulberry32/FNV-1a in question-core). Same
  question → same stable order across reloads; still varies per question.

Tests: 53 pass (5 new math-rendering pins incl. fenced-vs-one-line $$
behavior and the escaped-currency contract). tsc + next build clean.
Verified live in browser: inline/display math in text + cards, drawer
open/navigate/active-highlight/ESC, no console errors, no font 404s.
2026-08-22 03:23:11 +03:00
Amos a72c902d30 v3: AI SDK pivot — pi removed, Next.js 16 + AI SDK 7 + AI Elements teacher app
The teaching agent no longer runs on pi. Stack:
- ToolLoopAgent (ai@7) + OpenRouter (OPENROUTER_API_KEY), model via LH_MODEL,
  default anthropic/claude-sonnet-4.5 with reasoning tokens
- quiz/ask_user_question = client-side tools (no server execute): the call
  lands as a typed tool part in input-available state; the card grades via
  src/core/question-core.ts; addToolOutput sends the verdict; the teacher's
  reaction continues the same assistant message
- resume-mid-quiz is free: the pending tool part persists in the transcript
- persistence: one JSON per chat (data/chats/), full UIMessage transcripts,
  saved onFinish (also on abort)
- UI: AI Elements (owned copy-paste components, pruned to the five in use)
  + button-based QuizCard/AnsweredCard (ask answers never graded)
- pi fully removed: TUI, extensions, Fastify+WS server, bridge, custom
  protocol all deleted (recoverable from git history)
- tests: question-core units carry over; chat-flow integration drives
  handleChatRequest with MockLanguageModelV4 (48 tests, zero tokens);
  render smoke tests guard the cards (renderToStaticMarkup)

Carried over unchanged: teacher system prompt, question-core, schema/
ledger/derive/extract pipeline, data model.
2026-08-22 02:18:27 +03:00