Quick Win 1: Close Self-Report Feedback Loop [9/10 impact] - Added self-report-fixer.js module with automatic fix classification - Pattern-based detection for high-confidence fixes (e.g., prompt rubrics) - Deduplication and severity-based categorization of reports - Designed for extension into triage-self-feedback pipeline Quick Win 2: Activate Continuous Model Learning [8/10 impact] - Added model-learner.js with ModelPerformanceTracker class - Per-task-type tracking: success rate, latency, cost, token efficiency - Auto-demotion for models failing >50% on specific task types - A/B testing infrastructure for hypothesis testing on low-risk tasks - Failure analysis with pattern detection (e.g., timeouts, quality issues) - Storage: .sf/model-performance.json, .sf/model-failure-log.jsonl Quick Win 3: Automate Knowledge Injection [7/10 impact] - Added knowledge-injector.js with semantic similarity scoring - Integrated into auto-prompts.js for execute-task prompts - queryKnowledge already exists in context-store.js (60% done) - Enhanced with: semantic matching, confidence filtering, contradiction detection - Tracks knowledge usage for feedback loop Integration: - Modified auto-prompts.js to inject knowledge via knowledgeInjection variable - Added getKnowledgeInjection helper for graceful degradation - All new modules pass build check and are in dist/ Status: Core infrastructure in place; ready for integration into dispatch loop. Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
67 lines
1.7 KiB
Nix
67 lines
1.7 KiB
Nix
{
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description = "Development and build environment for singularity-forge";
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inputs = {
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nixpkgs.url = "github:NixOS/nixpkgs/nixos-25.11";
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flake-utils.url = "github:numtide/flake-utils";
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};
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nixConfig = {
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extra-substituters = [
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"https://cache.centralcloud.com/default"
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];
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extra-trusted-public-keys = [
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"default:ywfU21WX06iOn2Ec2lae1jYh4w8LO4IQkmp06vJzsk8="
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];
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};
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outputs = {
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self,
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nixpkgs,
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flake-utils,
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}:
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flake-utils.lib.eachDefaultSystem (system: let
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pkgs = import nixpkgs {
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inherit system;
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};
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in {
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devShells.default = pkgs.mkShell {
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packages = with pkgs; [
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bash
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cargo
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clippy
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git
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just
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libsecret
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pkg-config
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protobuf
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rust-analyzer
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rustc
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rustfmt
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uv
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zlib
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];
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shellHook = ''
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export SF_SOURCE_DIR="${toString ./.}"
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if [ -x "$HOME/.local/bin/mise" ]; then
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MISE_NODE_BIN="$("$HOME/.local/bin/mise" which node 2>/dev/null || true)"
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if [ -n "$MISE_NODE_BIN" ]; then
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export PATH="$(dirname "$MISE_NODE_BIN"):$PATH"
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fi
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fi
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export PATH="$SF_SOURCE_DIR/bin:$PATH"
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export RUST_BACKTRACE=1
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echo "singularity-forge development shell"
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echo " cargo: $(command -v cargo)"
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echo " node : $(command -v node)"
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echo " protoc: $(command -v protoc)"
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echo " rustc: $(command -v rustc)"
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echo ""
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echo "Build native addon:"
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echo " node rust-engine/scripts/build.js"
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'';
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};
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});
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}
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