# progress ## 2026-06-10 — Phase 5: agent loop, Generate[T], schema derivation **Landed:** `agent/` (ADR-0012): New(model, system, opts) with toolboxes, max steps (default 10), per-step request options, agent-level observers + per-run OnStep, WithHistory continuation (Result.Messages round-trips), sequential tool dispatch through panic-recovering ExecuteTool, unknown tools → IsError results, duplicate tool names fail loudly, partial Result preserved on ErrMaxSteps/model errors/cancellation. The agent.Skill interface ships here (instructions + tools composition is tested with a stub); the skill package with real implementations is Phase 6. `llm.SchemaFor[T]` reflect-derived strict-compatible JSON schemas (pointers→nullable anyOf, description/enum tags, maps/slices/time/RawMessage, recursion rejected) and root `majordomo.Generate[T]` (schema injection, fence-stripping decode, model-naming errors). 15 agent tests + schema + Generate suites, all hermetic. **Next:** Phase 6 — skill package + two example skills. ## 2026-06-10 — Phase 4: Google provider (official genai SDK) **Landed:** `provider/google` on google.golang.org/genai v1.59.0 (ADR-0011): lazy cached client (construction never fails; missing key = synthetic 401 so chains fail over), assistant→model role mapping, FunctionResponse tool results with output/error payloads, ParametersJsonSchema raw-schema tools, ResponseJsonSchema structured output, ToolChoice→FunctionCallingConfig, ReasoningEffort→ThinkingConfig.ThinkingLevel, usage includes thought tokens, iter.Pull2-adapted streaming, genai.APIError→llm.APIError mapping. Hermetic tests via HTTPOptions.BaseURL + httptest (SSE fixtures for streaming). Registry: google + gemini schemes wired to the real provider; the last stub machinery deleted — all six built-ins are now real clients. README matrix: Google row fully ✅. **Next:** Phase 5 — Agent run loop, Toolbox ergonomics, Generate[T]. ## 2026-06-10 — Phase 3: REST providers (OpenAI, Anthropic, Ollama×3) + media **Landed:** - `provider/openai`: Chat Completions client for OpenAI and every OpenAI-compatible endpoint (tools with string-arguments mapping, strict SSE streaming incl. by-index tool-call assembly and the empty-choices usage chunk, response_format json_schema, max_completion_tokens with a WithLegacyMaxTokens compat option, reasoning_effort). - `provider/anthropic`: Messages API client (anthropic-version 2023-06-01, required-max_tokens defaulting, tool_use/tool_result blocks with native is_error, GA structured output via output_config.format, full SSE event parser with input_json_delta buffering, 529-overloaded classified transient, usage sums cache tokens). - `provider/ollama`: ONE native /api/chat client serving ollama (local, OLLAMA_HOST normalization), ollama-cloud (https://ollama.com + bearer OLLAMA_API_KEY), and foreman (base URL + bearer; tolerates its buffered-single-object "streaming"). Object tool arguments, tool_name results, format-schema structured output, think-level mapping, NDJSON streaming with 16MB lines. - `media/`: normalization pipeline per ADR-0009 (magic-byte sniffing, box-filter downscale, transcode preference ladder, byte-budget quality ladder, webp passthrough-or-reject, copy-on-write, everything-unfittable wraps ErrUnsupported). - Chain executor now normalizes media PER TARGET before each attempt and advances penalty-free past targets that can't take the request (proven: text-only head + vision fallback; per-target downscale assertions). - Registry: real providers + scheme factories wired for openai, anthropic, ollama, ollama-cloud, foreman (google still stubbed, Phase 4); WithHTTPClient registry option; required env-foreman TLS chat round-trip test (LLM_FM=foreman://token@host → Parse("fm/qwen3:30b") → bearer arrives, chat answers). - ADR-0009 (multimodal), ADR-0010 (tools/structured mapping); README matrix flipped to ✅ for the four landed provider families; ~70 new hermetic tests across the three provider packages + media. - Run note: openai/anthropic/media were built by three parallel subagents against the frozen llm contract; ollama/foreman, chain wiring, and registry integration done in the main line. All gates green. **Next:** Phase 4 — Google provider on google.golang.org/genai. ## 2026-06-10 — Phase 2: health + failover chain, proven **Landed:** the full deterministic failover test matrix over the fake provider + fake clock (no sleeps, no network): single-transient recovery via same-target retry; repeated transients bench + advance; cooldown expiry re-admits and success resets; backoff doubling across bench rounds; mixed chain with an inline-expanded alias element failing over through the expanded targets; permanent-policy default (fail-fast on auth) and `AdvanceOnPermanent` override; `TransientRetries` disabled/custom; retry loop stops early when the tracker benches mid-request; exhaustion error lists skipped-while-benched targets; custom classifier override; chain-of- one gets identical semantics; HTTP 529 fails over. Implementation needed no changes — Phase 1's executor held up. **Next:** Phase 3 — OpenAI/Anthropic/Ollama/foreman REST clients + media pipeline. ## 2026-06-10 — Phase 1: foundations, ADRs, skeleton, docs **Landed:** - Module scaffold (Go 1.26), `.gitea/workflows/ci.yaml` (foreman-style gates: build, vet, race tests, tidy-diff), `.env.example`. - `llm/` canonical contract: Message/Part (sealed; text+image), Request/Options, Response/Usage/FinishReason, Stream/StreamEvent, Tool/Toolbox (panic-safe Execute), Capabilities (zero-value semantics), Model/Provider interfaces, APIError + transient/permanent Classify. - `health/`: clock-injected tracker — consecutive-failure threshold, exponential capped cooldown, reset-on-success, thread-safe; full deterministic test suite (fake clock). - Root: Registry (providers/aliases/schemes/health), Parse with the binding grammar (verbatim model ids, inline recursive alias expansion, cycle detection, dedup), LLM_* env-DSN loading (go-llm-parity lazy fallback + eager LoadEnv/New scan), chain executor implementing Model (retry-on-transient, bench-on-repeat, skip-benched, 404-advance, fail-fast-on-auth, joined exhaustion errors). Built-ins register as resolvable stubs until their phases land. - `provider/fake/`: scriptable provider (per-model outcome queues, request recording, capabilities overrides, streaming) — the hermetic test rig. - ADRs 0001–0008 + index; CLAUDE.md; honest README with pending-marked matrix. - Tests cover the two required cases: the trailing-`thinking` chain parse and `LLM_M1=foreman://token@host` loading (plus DSN table, lazy fallback, cycle detection, chain failover/backoff/exhaustion, toolbox execution, error classification). **Notes:** chain executor landed in Phase 1 (design was settled); Phase 2 deepens its test matrix (cooldown re-admission via fake clock, alias-in-chain failover, permanent-policy override) and wires anything the tests flush out. **Next:** Phase 2 — exhaustive health/chain test matrix.