v0.77.0
codewhale-hq/Codewhalev0.77.0Sep 28, 2026by github-actions[bot]
Upgrading?
AI Summary
This release focuses on the Skippy runtime, adding llama family certification, graph-derived stage filtering, and improved OpenAI compatibility, while also introducing a live runtime event stream and refining the payments engine.
Key Highlights
- Expanded llama family certification and graph filtering
- Added live runtime event stream with contract-pinned wire format
- Introduced payments engine as in-process plugin
- Enhanced OpenAI terminal event support
New Features
- Skippy runtime enhancements
- Live event streaming
- Payments engine integration
Full Release Notes
## [0.77.0] - 2026-09-28 ### Added #### skippy * Expand and streamline llama family certification by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/1865 * Recover llama family certification through Inkling by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/1880 * Add run-ahead verify windows by @danielwinterw in https://github.com/Mesh-LLM/mesh-llm/pull/1409 * Cut over to graph-derived stage filtering by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/1927 * Bound exact-state recorder admission with two-class credits by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/1936 * Add draft fallback for N-gram misses by @danielwinterw in https://github.com/Mesh-LLM/mesh-llm/pull/1410 * Serve non-chat GGUF workloads via OpenAI API by @IvGolovach in https://github.com/Mesh-LLM/mesh-llm/pull/1833 * Surface graph reuse counters to the host by @danielwinterw in https://github.com/Mesh-LLM/mesh-llm/pull/2016 * Replay extracted stage programs by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/2025 * Wire next-generation KV cache and publisher defaults by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/1838 * Serve Laya decision models on /systemone by @danielwinterw in https://github.com/Mesh-LLM/mesh-llm/pull/2083 #### openai * Publish Terminal events on the routing node by @StevenMih in https://github.com/Mesh-LLM/mesh-llm/pull/1668 * Serving provenance, usage and request_digest on the host-served terminal event by @StevenMih in https://github.com/Mesh-LLM/mesh-llm/pull/1841 * X-mesh-target / x-mesh-exclude remote-mesh routing headers (+ x-mesh-served-by echo) by @StevenMih in https://github.com/Mesh-LLM/mesh-llm/pull/1671 * Thread weights_digest onto serving_provenance by @StevenMih in https://github.com/Mesh-LLM/mesh-llm/pull/1942 * Response, tool_calls and reasoning digests on the terminal event by @StevenMih in https://github.com/Mesh-LLM/mesh-llm/pull/1946 #### payments * Payments engine as in-process payments.v1 plugin (alternative to #1926) by @michaelneale in https://github.com/Mesh-LLM/mesh-llm/pull/2035 * Bound payments.v1 bookkeeping ops and pin the provider per exchange by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/2047 * Project advertised pricing and recovery through payments.v1 by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/2048 * Block providers that take the input payment and deliver nothing by @michaelneale in https://github.com/Mesh-LLM/mesh-llm/pull/2057 #### Other * Weights_digest — SHA-256 of served GGUF bytes, alongside identity_hash by @StevenMih in https://github.com/Mesh-LLM/mesh-llm/pull/1708 * Carry an optional self-reported claimed log head on PeerAnnouncement by @StevenMih in https://github.com/Mesh-LLM/mesh-llm/pull/1709 * Add a live runtime event stream with a contract-pinned wire format by @ndizazzo in https://github.com/Mesh-LLM/mesh-llm/pull/1777 * Explain the announced capacity in `gpus` by @Virgile-pct in https://github.com/Mesh-LLM/mesh-llm/pull/1805 * Add package generation defaults and reasoning budgets by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/1878 * Genesis invitations for private mesh, and correcting naming of models for remote access by @michaelneale in https://github.com/Mesh-LLM/mesh-llm/pull/1896 * Adapt Anthropic Messages through shared host ingress by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/1911 * Prototype OpenJEV System One on Skippy by @michaelneale in https://github.com/Mesh-LLM/mesh-llm/pull/1939 * Read back the peer's X-Capsule-Id on RemoteMesh terminal events, labeled peer-asserted by @StevenMih in https://github.com/Mesh-LLM/mesh-llm/pull/1944 * Let a private-mesh service carry the invite token by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/1960 * Configure Hermes and OpenClaw without launching by @michaelneale in https://github.com/Mesh-LLM/mesh-llm/pull/1964 * Add --parallel to set serve lanes from the command line by @danielwinterw in https://github.com/Mesh-LLM/mesh-llm/pull/1973 * Add anonymous opt-out usage reporting by @danielwinterw in https://github.com/Mesh-LLM/mesh-llm/pull/1993 * Plan the local fit and auto-join on GPU memory, with gpu.host_ram_offload as opt-in by @Virgile-pct in https://github.com/Mesh-LLM/mesh-llm/pull/2019 * Finish the structured native runtime event pipeline by @ndizazzo in https://github.com/Mesh-LLM/mesh-llm/pull/2039 * Advertise System One capability by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/2093 ### Changed * Replace family flags with typed activation frontiers by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/1887 * --auto-balance speed-balanced layer placement with closed-loop rebalancing by @danielwinterw in https://github.com/Mesh-LLM/mesh-llm/pull/1935 * Borrow the remembered stage slice instead of copying it by @danielwinterw in https://github.com/Mesh-LLM/mesh-llm/pull/2007 * Drop unsupported Intel Apple targets by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/2096 ### Fixed #### skippy * Restore certified llama canary validation by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/1853 * Certify split architectures by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/1893 * Downgrade qwen4exp cache hits to full-state snapshots by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/1912 * Prevent activation overreads and accept loader tensor reshapes by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/1922 * Allow decoder and MTP profiles to share resident weights by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/1933 * Emit native MTP generation in v2 package writer by @ndizazzo in https://github.com/Mesh-LLM/mesh-llm/pull/1937 * Batch activation exports by request offset, never by lane order by @danielwinterw in https://github.com/Mesh-LLM/mesh-llm/pull/1971 * Memoise stage slice selection with exact dependency keys by @danielwinterw in https://github.com/Mesh-LLM/mesh-llm/pull/1995 * Avoid duplicate model load in state handoff by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/2032 * Preserve resident KV cache with durable L3 by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/2067 * Reuse most of a prompt that exceeds the resident prefix cap by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/2072 * Let DiffusionGemma System One start and read again by @danielwinterw in https://github.com/Mesh-LLM/mesh-llm/pull/2088 * Preserve explicit F32 KV cache type by @sofiageo in https://github.com/Mesh-LLM/mesh-llm/pull/2089 * Reuse backend sampler across requests by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/2080 * Reuse backend sampler across reset by default by @danielwinterw in https://github.com/Mesh-LLM/mesh-llm/pull/2094 #### runtime * Register termination-signal handling once at runtime entry by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/1969 * Size the shared KV pool by budget, never by the lane override by @danielwinterw in https://github.com/Mesh-LLM/mesh-llm/pull/1974 * Install against the current host Skippy ABI by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/1987 * Validate speech audio metadata and keep an emptied host set retryable by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/2006 * Reserve the multimodal projector in the fit plan by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/2074 * Shut down cleanly on SIGTERM instead of hanging until SIGKILL by @ndizazzo in https://github.com/Mesh-LLM/mesh-llm/pull/2054 * Address #2039 review findings by @ndizazzo in https://github.com/Mesh-LLM/mesh-llm/pull/2078 * Require shutdown signal registration before startup by @ndizazzo in https://github.com/Mesh-LLM/mesh-llm/pull/2077 * Avoid duplicate model log summaries by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/2085 #### mesh * Expose upsert_served_model_descriptor to production callers by @Virgile-pct in https://github.com/Mesh-LLM/mesh-llm/pull/1885 * Keep departed peers from being resurrected by stale gossip by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/1970 * Set claimed_log_head in the stale-announcement fixture, main is red without it by @Virgile-pct in https://github.com/Mesh-LLM/mesh-llm/pull/1980 * Derive peer serving state and routing eligibility from observed liveness by @ndizazzo in https://github.com/Mesh-LLM/mesh-llm/pull/2058 #### Other * Bound layer artifacts and publish replacements atomically by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/1718 * Skip zero-dimension GGUF tensor placeholders by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/1807 * Read Windows adapter VRAM from a 64-bit source by @Virgile-pct in https://github.com/Mesh-LLM/mesh-llm/pull/1836 * Preserve plugin models during health grace by @michaelneale in https://github.com/Mesh-LLM/mesh-llm/pull/1837 * Install composed product-v2 bundles in the self-updater by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/1844 * Clear stale llama.cpp CMake cache on generator mismatch by @ndizazzo in https://github.com/Mesh-LLM/mesh-llm/pull/1846 * Redact the home directory on Windows too by @Virgile-pct in https://github.com/Mesh-LLM/mesh-llm/pull/1852 * Reject rooted POSIX paths in delete on Windows too by @Virgile-pct in https://github.com/Mesh-LLM/mesh-llm/pull/1854 * Preserve launched model names and remove default briefing by @michaelneale in https://github.com/Mesh-LLM/mesh-llm/pull/1879 * Enforce Linux glibc compatibility by @ndizazzo in https://github.com/Mesh-LLM/mesh-llm/pull/1881 * Avoid rehashing cached Hugging Face GGUFs by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/1892 * Read process facts on Windows instead of answering Ok(None) by @Virgile-pct in https://github.com/Mesh-LLM/mesh-llm/pull/1899 * Launch Claude Code with inherited stdio on macOS by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/1908 * Return Responses-shaped 502 body from MoA failures (#1905) by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/1910 * Normalize flat function tools before chat validation by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/1913 * Use served model context limits in launchers by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/1914 * Floor the node reserve at the compute graph; explicit starting cut by @danielwinterw in https://github.com/Mesh-LLM/mesh-llm/pull/1938 * Respect canary runner caches and repair Kimi-K3 certification by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/1958 * Accept layer packages across producer ABI versions by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/1959 * Inspect local models without writing download caches by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/1963 * Keep nested runtime settings in their own TOML tables by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/1975 * Box GET route futures so the router frame stops summing its arms by @Virgile-pct in https://github.com/Mesh-LLM/mesh-llm/pull/1976 * Update upstream pin to 26394b4e67 by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/1977 * Build the tests on Windows, and close the rooted-path hole they expose by @Virgile-pct in https://github.com/Mesh-LLM/mesh-llm/pull/1978 * Certify upstream 8212c78024 by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/2033 * Redact the Windows home directory inside log words by @Virgile-pct in https://github.com/Mesh-LLM/mesh-llm/pull/2043 * Clear the Windows-only clippy warnings behind Unix-gated code by @Virgile-pct in https://github.com/Mesh-LLM/mesh-llm/pull/2044 * Report a held config write lock on Windows, and spawn a portable test child by @Virgile-pct in https://github.com/Mesh-LLM/mesh-llm/pull/2050 * Compile the GPU identity guard in test builds by @ndizazzo in https://github.com/Mesh-LLM/mesh-llm/pull/2053 * Keep MoA off peers that charge for the model by @michaelneale in https://github.com/Mesh-LLM/mesh-llm/pull/2060 * Hide Logs and Configuration on client-only nodes by @ndizazzo in https://github.com/Mesh-LLM/mesh-llm/pull/2063 * Stop reporting feature bits 38 and 39 as reserved by @Virgile-pct in https://github.com/Mesh-LLM/mesh-llm/pull/2065 * Clear Windows clippy errors and name a held cache root by @Virgile-pct in https://github.com/Mesh-LLM/mesh-llm/pull/2066 * Stop dropping operational audits behind the fallback recursion guard by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/2069 * Keep the GitHub star count current by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/2091 * Preserve free targets on mixed paid meshes by @michaelneale in https://github.com/Mesh-LLM/mesh-llm/pull/2097 * Regenerate model capability bindings by @ndizazzo in https://github.com/Mesh-LLM/mesh-llm/pull/2098 ### Other changes * Decide there is nothing to regroup after the link pass by @Virgile-pct in https://github.com/Mesh-LLM/mesh-llm/pull/1871 ### Internal <details> <summary>CI, build, test, and repository work with no user-facing behavior change (89 changes)</summary> #### CI and release engineering * Check out commit-convention script from the default branch by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/1824 * Resume partial crates.io publishing by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/1826 * Remove daily layer package queue by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/1825 * Skip confirmed crates when resuming by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/1828 * Identify crates.io status probes by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/1829 * Link crate verification to release runtime by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/1830 * Add downloaded models to llama canary by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/1700 * Keep llama canary repair active until gates pass by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/1827 * Allow parity source variant rows by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/1832 * Catch SDK runtime JSON breaks before main by @michaelneale in https://github.com/Mesh-LLM/mesh-llm/pull/1695 * Authorize runtime event model for PR and main by @ndizazzo in https://github.com/Mesh-LLM/mesh-llm/pull/1842 * Configure llama canary git identity by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/1861 * Run llama canary repair with Goose by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/1862 * Recover release-note entries credited only to a roll-up by @ndizazzo in https://github.com/Mesh-LLM/mesh-llm/pull/1835 * Render llama canary agent output as text by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/1867 * Simplify agentic-replay workflow to essentials by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/1717 * Register build accelerator routing by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/1872 * Complete promoted runner transition by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/1873 * Retry rate-limited ABI cache saves by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/1877 * Restore the trusted Linux host sccache seed for amd64 host rows by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/1889 * Allow large family certifications to finish by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/1890 * Seed release Linux host objects by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/1891 * Scope console-print ratchet to product code by @ndizazzo in https://github.com/Mesh-LLM/mesh-llm/pull/1840 * Retire the console-print ratchet for a plain output gate by @ndizazzo in https://github.com/Mesh-LLM/mesh-llm/pull/1860 * Avoid duplicate agent family certification sweep by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/1894 * Own .gitattributes in the tooling rule by @ndizazzo in https://github.com/Mesh-LLM/mesh-llm/pull/1898 * Flag unused dependencies with cargo-machete by @iamthesvn in https://github.com/Mesh-LLM/mesh-llm/pull/1895 * Add the Windows unit row's steps, inert until the catalog registers it by @Virgile-pct in https://github.com/Mesh-LLM/mesh-llm/pull/1917 * Register the windows-unit platform row by @ndizazzo in https://github.com/Mesh-LLM/mesh-llm/pull/1918 * List the Windows unit row in the platform-checks slice summary by @Virgile-pct in https://github.com/Mesh-LLM/mesh-llm/pull/1920 * Give repaired llama candidates a full verification budget by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/1919 * Use configured Goose provider for upstream canary by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/1925 * Run agentic replay nightly with guarded regression repair by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/1928 * Unblock nightly replay input verification by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/1930 * Pair dense and recurrent product smokes by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/1931 * Run nightly replay with its required Python environment by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/1932 * Run llama canary families as parallel jobs by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/1949 * Register Mesh and Skippy product layout ownership by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/1961 * Support canary reruns and submit smaller models first by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/1979 * Certify trusted MeshLLM revisions with mesh_ref by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/1982 * Preserve source-owned canary handoff contracts by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/1984 * Route canary families by available memory by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/1988 * Clean self-hosted outputs and relax canary memory reserve by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/2000 * Accept pretty-printed canary evidence by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/2027 * Add optional PR workflow canary by @ndizazzo in https://github.com/Mesh-LLM/mesh-llm/pull/2004 * Serialize canary host lock contention by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/2031 * Resolve Rust test and Clippy batches against the revision under test by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/2024 * Support Mesh and Skippy source layout migration by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/1983 * Preserve certified canary handoffs across reruns by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/2034 * Isolate canary runner resources by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/2049 * Require every cfg-divergent crate to be Windows-routed or listed as unverified by @Virgile-pct in https://github.com/Mesh-LLM/mesh-llm/pull/2040 * Register six split-certification family artifacts by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/2011 * Isolate canary host resources by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/2052 * Keep release composers artifact-only by @ndizazzo in https://github.com/Mesh-LLM/mesh-llm/pull/2079 * Simplify llama canary pipeline by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/2090 * Prepare v0.77.0 source by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/2100 #### Build and dependencies * Remove unused dependencies flagged by cargo-machete by @iamthesvn in https://github.com/Mesh-LLM/mesh-llm/pull/1869 * Make sccache and fast linkers repository defaults by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/1870 * Check out every text file with LF on every platform by @Virgile-pct in https://github.com/Mesh-LLM/mesh-llm/pull/1883 * Align macOS deployment targets with llama.cpp by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/1929 * Drop deprecated ggml_mul_mat_set_prec from the patch queue by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/1989 * Make packaged native runtimes self-contained and pin-isolated by @danielwinterw in https://github.com/Mesh-LLM/mesh-llm/pull/2015 * Remove the transitional host-runtime glob re-export by @iamthesvn in https://github.com/Mesh-LLM/mesh-llm/pull/2030 * Prepare llama on Windows with prepare-llama.sh and key the build dir by pin by @Virgile-pct in https://github.com/Mesh-LLM/mesh-llm/pull/2028 * Resolve a relative MESH_LLM_LLAMA_DIR against the repository root by @Virgile-pct in https://github.com/Mesh-LLM/mesh-llm/pull/2038 #### Tests * Render fixture model paths through toml_edit by @Virgile-pct in https://github.com/Mesh-LLM/mesh-llm/pull/1834 * Stop test guards from using the real home on Windows by @Virgile-pct in https://github.com/Mesh-LLM/mesh-llm/pull/1847 * Write test keystores to the temp dir, not the real one by @Virgile-pct in https://github.com/Mesh-LLM/mesh-llm/pull/1850 * Render fixture paths through TOML at six more sites by @Virgile-pct in https://github.com/Mesh-LLM/mesh-llm/pull/1888 * Keep the digest cache out of the real home under test by @Virgile-pct in https://github.com/Mesh-LLM/mesh-llm/pull/1882 * Keep the smart-auto StartNew tests off the network by @Virgile-pct in https://github.com/Mesh-LLM/mesh-llm/pull/1916 * Give the strict absolute-path case a path that is absolute everywhere by @Virgile-pct in https://github.com/Mesh-LLM/mesh-llm/pull/1900 * Make the weights_digest cache-hit test deterministic by @StevenMih in https://github.com/Mesh-LLM/mesh-llm/pull/1947 * Gate the symlink escape test to Unix like its sibling by @Virgile-pct in https://github.com/Mesh-LLM/mesh-llm/pull/2002 * Build short-lived invoices after the slow setup (engine-suite flake) by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/2046 * Wait for agentic replay runtime metadata by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/2084 * Fail the feature-bit guard on a FEATURE constant it cannot read by @Virgile-pct in https://github.com/Mesh-LLM/mesh-llm/pull/2086 #### Refactors, docs, and hygiene * Remove the legacy stage preparation protocol by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/1780 * Simplify sharing Ollama, vLLM and LM Studio through plugins by @michaelneale in https://github.com/Mesh-LLM/mesh-llm/pull/1823 * Label `--local-model-only` as a debugging endpoint; clarify `--gguf` vs `--model` by @StevenMih in https://github.com/Mesh-LLM/mesh-llm/pull/1820 * Give announcement building and merging their own module by @Virgile-pct in https://github.com/Mesh-LLM/mesh-llm/pull/1806 * Thank spiral.xyz for project support by @michaelneale in https://github.com/Mesh-LLM/mesh-llm/pull/1863 * Route console output through the sink-aware writer by @ndizazzo in https://github.com/Mesh-LLM/mesh-llm/pull/1848 * Retire runtime console prints for the writer, tracing, and typed events by @ndizazzo in https://github.com/Mesh-LLM/mesh-llm/pull/1851 * Write inline progress directly to the stderr handle by @ndizazzo in https://github.com/Mesh-LLM/mesh-llm/pull/1858 * Follow-ups from #1841 review by @StevenMih in https://github.com/Mesh-LLM/mesh-llm/pull/1962 * Make the clippy gate pass on Windows by @Virgile-pct in https://github.com/Mesh-LLM/mesh-llm/pull/1997 * Distinguish join tokens from private mesh admission by @michaelneale in https://github.com/Mesh-LLM/mesh-llm/pull/1968 * State the real runtime selection boundary by @i386 in https://github.com/Mesh-LLM/mesh-llm/pull/2070 </details> ## New Contributors * @iamthesvn made their first contribution in https://github.com/Mesh-LLM/mesh-llm/pull/1869 * @sofiageo made their first contribution in https://github.com/Mesh-LLM/mesh-llm/pull/2089 **Full Changelog**: https://github.com/Mesh-LLM/mesh-llm/compare/v0.76.2...v0.77.0
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