geist v0.3.1

What's Changed

• ci: coarse Q4_K perf-regression gate by @geisten in https://github.com/geisten/geisten/pull/8
• ci: tool-calling quality gate (tracked quality) by @geisten in https://github.com/geisten/geisten/pull/9
• docs(contributing): reflect the enforced CI gates by @geisten in https://github.com/geisten/geisten/pull/10
• feat(agent): grammar-constrained tool-name selection (item 3, first slice) by @geisten in https://github.com/geisten/geisten/pull/11
• feat(agent): enforce tool args_schema by re-keying (item 3, second slice) by @geisten in https://github.com/geisten/geisten/pull/12
• feat(tokenizer): GGUF-embedded SentencePiece unigram (Llama/BitNet) by @geisten in https://github.com/geisten/geisten/pull/13
• ci(release): optionally bake a model into a single-binary release artifact by @geisten in https://github.com/geisten/geisten/pull/14
• fix(bitnet): default BitNet b1.58 2B-4T FFN to gated squared-ReLU, not SwiGLU by @geisten in https://github.com/geisten/geisten/pull/15
• build(embed): auto-rebuild geist.o when EMBED_MODEL is toggled by @geisten in https://github.com/geisten/geisten/pull/16
• test(bitnet): guard the FFN-activation default + a forward-sanity canary by @geisten in https://github.com/geisten/geisten/pull/17
• feat(agent): model-specific chat template (split out of the Gemma hardcode) by @geisten in https://github.com/geisten/geisten/pull/18
• feat(agent): real geist_model_arch + BitNet b1.58 native chat template by @geisten in https://github.com/geisten/geisten/pull/19
• feat(agent): generic anti-degeneration cap on a decoded turn by @geisten in https://github.com/geisten/geisten/pull/20
• feat(tools): list_dir example tool + Llama-3 chat template for the 2B-4T by @geisten in https://github.com/geisten/geisten/pull/21
• feat(agent): forced tool call — grammar-force a valid call on any model by @geisten in https://github.com/geisten/geisten/pull/22
• docs(agent): explain why Gemma uses the generic template (not its own) by @geisten in https://github.com/geisten/geisten/pull/23
• test(agent): end-to-end list_dir integration test by @geisten in https://github.com/geisten/geisten/pull/24
• feat(tools): summarize_file — read a text file and summarize it (refine/rolling) by @geisten in https://github.com/geisten/geisten/pull/25
• feat(agent): surface the tool observation when the final answer degenerates by @geisten in https://github.com/geisten/geisten/pull/26
• feat(agent): route the forced tool by scoring; make force_call single-shot by @geisten in https://github.com/geisten/geisten/pull/27
• fix(agent): lift path/url args from the request instead of free-decoding by @geisten in https://github.com/geisten/geisten/pull/28
• feat(agent): route by name-scoring with PMI calibration by @geisten in https://github.com/geisten/geisten/pull/29
• feat(agent): German tool descriptions for the router by @geisten in https://github.com/geisten/geisten/pull/30
• feat(agent): file-name tie-breaker for the German separable verb by @geisten in https://github.com/geisten/geisten/pull/31
• test(agent): end-to-end routing test over a real-document fixture by @geisten in https://github.com/geisten/geisten/pull/32
• fix(agent): a degenerate refine step must not poison the running summary by @geisten in https://github.com/geisten/geisten/pull/33
• fix(agent): strip a leading refine-scaffold header from the summary by @geisten in https://github.com/geisten/geisten/pull/34
• feat(agent): add a web_search tool; wire web search+fetch into geist_shell by @geisten in https://github.com/geisten/geisten/pull/35
• fix(agent): forced free-text args lift the whole request; clearer web_search block by @geisten in https://github.com/geisten/geisten/pull/36
• feat(agent): SearXNG JSON web_search; docs + README cover the agent by @geisten in https://github.com/geisten/geisten/pull/37
• docs(readme): agent capability overview + measured per-task latency by @geisten in https://github.com/geisten/geisten/pull/38
• perf(agent): cache the router's PMI baseline (one prefill per route, not two) by @geisten in https://github.com/geisten/geisten/pull/39
• feat(agent): progress-event output type for the current agent step by @geisten in https://github.com/geisten/geisten/pull/40
• docs(readme): overhaul + live agent trace and per-task latency by @geisten in https://github.com/geisten/geisten/pull/41
• refactor(agent): unify the agent CLIs into one geist binary (+ chat & memory palace) by @geisten in https://github.com/geisten/geisten/pull/43
• refactor(agent): simplify hot paths + bound chat context (follow-up to #43) by @geisten in https://github.com/geisten/geisten/pull/44
• fix(chat): agent_compact OOB + docs: front-load CLI, real-time Pi5 BitNet gif by @geisten in https://github.com/geisten/geisten/pull/45

Full Changelog: geisten/geisten@v0.3.0...v0.3.1