51 episodes tagged with “deployment”.
packs: add demo-pack.json based on Tone Guide v0.1
After creating a script (the Tone Guide) and legal contracts (the Schemas), this commit builds the stage itself. It's an empty file named `demo-pack.json`, but it's the official place where all the banter lines will live, waiting for the system to bring them to life.
fix: integrate new orchestration with legacy pipeline
Ten minutes. That's the gap between the massive Orchestration Update and this commit. Ten minutes of holding your breath, waiting for the CI to explode. And it did, slightly. This commit represents the **stabilization phase**. 14 files touched. This is the "shakeout." When you...
docs: create TDD03 for verification strategy
**2,450 lines added.** We created `docs/TDD03.md`. This is the **Verification Plan**. It answers the question: "How do we know it works?" Building a visual system is easy. Building a *good* visual system is hard. How do we measure "good"? TDD03 defines the metrics: **Precision...
docs: create TDD04 for deployment
**1,890 lines added.** We created `docs/TDD04.md`. This is the **Deployment Strategy**. It answers the question: "How do we get this to the user?" We have Python code. We have Rust code. We have React code. We have ONNX models. We have a vector database. How do we package this...
refactor: optimize clip embedding dimension
**The Search for the Perfect Number: A Study in Dimensionality.** We tuned the embedding dimension. It sounds like a minor configuration change—changing a `512` to a `768`—but in the world of high-dimensional vector spaces, this is akin to changing the fundamental constants of...
test: all suites green (47.0 TDD005_commit)
**The Grand Unification: Order from Chaos.** **4,730 lines added.** This is **TDD-005: Consolidated System Overview & Documentation Overhaul**. We have built so much in the last 30 episodes: RLAIF, Visual Embeddings, Tauri UI, Rust Runtime, Debate Engine, Consensus Mechanism....
test: all suites green (47.2 Docs_cleanup)
**The Great Purge: Removing the Noise.** **2,100 lines removed.** We deleted `TDD001.md`, `TDD002.md`, `TDD003.md`, `TDD004.md`. Why? Because their content was merged into the CSO. Keeping them would create duplication. And duplication leads to drift. And drift leads to confus...
test: all suites green (49.5 RLAIF_Constitutional_state_space_analysis)
**The system learned to teach itself.** 9,339 lines added. 706 removed. 69 files touched. And the commit message says "all suites green" like it was a Tuesday afternoon cleanup. This is the commit where TDD002 stopped being a pipeline and became a *loop*. A self-improving cons...
test: all suites green (51.3 TDD003_enterprise_hardening_DSR_Drift_shadow_rollout)
**New Year's Eve. 6,127 lines added. The router grew a nervous system.** This is the commit where TDD002's constitutional router stopped being a prototype and started being a production system. In one massive push on the last day of 2025, we bolted on every enterprise concern...
test: all suites green (51.9 TDD003_enterprise_hardening_DSR_Drift_shadow_rollout_PRM)
**New Year's Eve. 2,402 lines added. A four-phase rollout lifecycle, born.** On the last day of 2025, while the rest of the world was watching the ball drop, Sahil was building a deployment pipeline that could survive contact with reality. This commit introduces the entire Pha...
test: all suites green (51.14 TDD003_docs)
**3,689 lines of documentation. Nine files. Zero lines of application code.** This is a documentation-only commit, and it is enormous. The entire TDD003 enterprise hardening surface -- 49+ API endpoints, GDPR/CCPA compliance procedures, four-phase deployment strategy, Kubernet...
test: all suites green (53.14 TDD004_cryptographic_provenance_unified_constitutional_runtime)
**The Runtime Grew Walls. And Guards. And a Moat.** 1,579 lines of insertion. 161 lines removed. Twelve files touched across Rust and Python. This is not a feature commit. This is a *fortification* commit. The TDD005 constitutional runtime just went from "interesting prototype...
test: all suites green (54.5 ZK_Proof_BFT_consensus_Key_management)
This is the commit where the Banterpacks runtime stops being a prototype and starts being a protocol. In a single sitting, 2,635 lines of new Rust landed across five files, implementing four subsystems that together form the cryptographic and consensus backbone of TDD004/TDD00...
test: all suites green (54.9 Hardening_audit)
**The scattered kingdom becomes one.** For months, the Constitutional AI system has been a constellation of independent modules. TDD001 for debates. TDD002 for fast-path embeddings. TDD003 for calibration. RLAIF for training data. The authoring pipeline with its regex validato...
test: all suites green (56.1 Containerization_testing)
**The Great Containerization. The End of "Works on My Machine."** 785 files changed. 243,186 insertions. 238,034 deletions. And the commit message says "test: all suites green." As if this were routine. As if wrapping an entire multi-language, multi-service platform into Docke...
test: all suites green (57.14 JarvisV1_tests_contracts_performance_self_improving)
**You don't ship an AI assistant without a cage.** 1,041 lines added. Four entirely new Python modules. A comprehensive 388-line test suite. And the commit message says "all suites green" like it's no big deal. Like wiring rate limiting, budget enforcement, concurrency control...
test: all suites green (57.19 JarvisV1_docs)
**The System Meets the World.** 122 lines added to `README.md`. Zero lines of runtime code. And yet this is the commit where JARVIS v1 becomes real to anyone who isn't Sahil. Before this commit, JARVIS existed in 71 files across `jarvis/src/`, in test scripts, in master plans...
test: all suites green (65.06 JarvisV2_iteration_DSR_Learning_phase5)
**The Monolith Falls. The Modules Rise.** An 8,109-line file called `api.py` used to hold the entire Jarvis API. Every route, every schema, every helper function, every WebSocket handler -- all crammed into a single file like passengers on the last train out of town. A 2,496-l...
test: all suites green (72.13 Jarvis_V2_phase8_security)
**The API got a spine.** Thirteen thousand lines. Thirty-two files. And the commit message says "test: all suites green" like it's no big deal. But what actually happened here is JARVIS v2 went from a loose collection of endpoints to a contract-enforced, schema-validated, CI-g...
test: all suites green (73.15 multirepo_integration)
**Ten lanes. Ten agents. One green wall.** This commit builds the machine that proves the machine works. Sahil constructed a multi-agent lane runner (`run-ecosystem-multiagent.py`, 361 lines) that executes ten parallel verification lanes -- API contracts, auth unification, sto...
test: all suites green (74.15 multirepo_integration_2)
**The ecosystem drew a map of itself.** 93 files. 9,263 lines added. 4,221 removed. On the surface, it reads like a housekeeping commit. "All suites green." Move along. But look closer. This is the commit where Banterpacks stopped being a codebase that humans navigate from mem...
test: all suites green (81.15 meta_intelligence_hardening)
**The bugs found you before you found them. Now you've found them first.** Patch 81.0 gave the meta-intelligence layer real LLM agents and an independent judge. It was the architectural leap — hash-function agents replaced with actual reasoning. But the research document that...
test: all suites green (82.12 Major_refactor)
**The Reckoning. The Sorting. The Day the Repo Got Its Skeleton.** 392 files changed. 54,499 lines removed. 4,256 lines added. On the surface, it looks like someone took a flamethrower to the codebase. In reality, someone gave it a spine. This is the commit where the Banterpac...
The scaffolding
This isn't just another scaffolding commit—this is the **architectural DNA** of Chimera being written into existence. 38 files and over 6,500 lines represent the foundational infrastructure that will support industrial-grade LLM optimization for years to come. The massive scop...
The scaffolding 2.0
This massive scaffolding commit represents the **observability blueprint**—the moment when Chimera's monitoring capabilities evolve from basic infrastructure to **comprehensive observability system**. With 3,274 lines across 16 files, this commit demonstrates **enterprise-grad...
feat: Production-ready LLM hyperoptimization platform
This colossal feature commit represents the **hyperoptimizer awakening**—the moment when Chimera's optimization capabilities evolve from monitoring infrastructure to **production-ready LLM hyperoptimization platform**. With 9,933 lines across 61 files, this commit demonstrates...
docs: add Banterpacks/Banterblogs reference; finalize benchmark guidance; inference/ingestion fixes; db schema ensure
This comprehensive documentation surge represents the **knowledge architecture realignment**—the moment when Chimera's documentation evolves from scattered references to **comprehensive knowledge system**. With 521 lines across 86 files, this commit demonstrates **enterprise-g...
chore(benchmark): publish ollama reports and workflow
This benchmark broadcast commit represents the **automated reporting revolution**—the moment when Chimera's performance tracking evolves from manual processes to **automated benchmark publishing**. With 327 lines across 8 files, this commit demonstrates **enterprise-grade auto...
feat: Phase 6 & 7 - Memory Optimization + AI-Driven Optimization
This massive optimization commit represents the **intelligence inflection point**—the moment when Chimera's capabilities evolve from static tuning to **dynamic, AI-driven self-optimization**. With 3,611 lines added and 2,859 deleted across 82 files, this commit demonstrates **...
fix: massive codebase consolidation
This massive consolidation commit represents the **architectural purification moment**—the moment when Chimera's codebase evolves from experimental sprawl to **unified, efficient core**. With 14,574 lines added and a staggering **28,086 lines removed** across 274 files, this c...
fix: Visualization_v2
This rapid correction commit represents the **agile calibration moment**—the moment when Chimera's team demonstrates the discipline to **refine immediately**. With 8 lines added and **790 lines removed** across 9 files, this commit demonstrates **enterprise-grade responsivenes...
fix: Type safety enforcement & Black formatting
This massive **purification** episode represents the **epistemic inflection point**—the moment when Chimera evolves from a dynamic prototype into a **statically verified fortress**. With 3,027 lines added across 96 files, this update demonstrates **enterprise-grade type safety...
feat: Buildout Phase 1 - API Hardening & Infrastructure
This **production-grade hardening** episode represents the **operational singularity**—the moment when Chimera transforms from a working prototype into a **deployable platform**. With 2,695 lines added across 94 files, this update demonstrates **enterprise-grade infrastructure...
feat: Buildout Phase 2 - Serving Layer & Model Management
This **serving infrastructure** episode represents the **scalability singularity**—the moment when Chimera's API transforms from single-request handling into a **production serving platform**. With 1,200 lines added across 8 files, this update demonstrates **enterprise-grade s...
feat: Patch 27: Accuracy Gating & TensorRT Engine Build
This **critical validation** episode represents the **epistemic safety mechanism**—the moment when Chimera refuses to sacrifice accuracy for speed. With roughly 500 lines added across the compilation and quantization modules, this update demonstrates **enterprise-grade scienti...
feat: Phase 5 - Storage & Queue Infrastructure
This **storage infrastructure** episode represents the **persistence singularity**—the moment when Chimera transforms from ephemeral processing into a **stateful platform**. With 1,021 lines added across 20 files, this update demonstrates **enterprise-grade data management** a...
feat: Ollama Backend Integration
This **backend integration** episode represents the **compatibility singularity**—the moment when Chimera embraces the local-first LLM ecosystem. With 340 lines added across 6 files, this update demonstrates **ecosystem awareness** and **systematic backend abstraction**. The i...
feat: Phase 8 - Security Hardening
This **security infrastructure** episode represents the **protection singularity**—the moment when Chimera transforms from "functional" to "secure by design." With 797 lines added across 22 files, this update demonstrates **enterprise-grade security mastery** and **systematic...
docs: TR118v2.2 - Model Scale Comparative Analysis
This **scaling research** episode represents the **parameter singularity**—the moment when Chimera discovers **exactly when CPU optimizations lose to GPU**. With 1,327 lines in TR118v2.2, this update demonstrates **frontier research execution** and **systematic scaling analysi...
docs: TR119v1 - Cost & Energy Analysis Deep Dive
This **economic research** episode represents the **cost singularity**—the moment when Chimera transforms from "which is faster" to "which is cheaper." With 1,290 lines in TR119v1, this update demonstrates **frontier cost modeling** and **systematic economic analysis**. The pu...
feat/docs: TR122 Physics Characterization + Conclusive Whitepaper TR117-122
This **physics and synthesis** episode represents the **culmination singularity** — the moment when Chimera completes a six-report research arc by establishing its physical constraints and then writing the dissertation that ties everything together. With 7,956 lines added acro...
refactor: CI, Types, Formatting, and Test Structure Overhaul
This **infrastructure overhaul** episode represents the **discipline singularity**—the moment when Chimera stops adding features and instead reorganizes everything it already has. With 262 files touched across 12 commits and a net deletion of 871 lines, this update demonstrate...
refactor: Repo Deep Clean—Consolidate, Delete, Survive
This **repo deep clean** episode represents the **organizational singularity**—the moment when Chimera confronts months of accumulated entropy and eliminates it in a single afternoon. With 6,968 files touched across 8 commits and a net deletion of 121,186 lines, this update de...
refactor + feat: Phase 2 Renumber + TR123 KV-Cache Production Economics
This **renumbering + experiment** episode represents the **alignment singularity**—the moment when Chimera simultaneously **reorders its research roadmap** and **launches the first Phase 2 experiment**. With 6,797 lines added across 21 files, this update demonstrates **structu...
feat: TR124 SOTA Eval Framework
This **SOTA evaluation framework** episode represents the **quality singularity**—the moment when Chimera transforms from "we can measure how fast it runs" to "we can measure how well it thinks." With 8,440 lines added across 69 files in 6 commits, this update demonstrates **r...
feat: TR125 Quantization Decision Matrix
This **quantization decision matrix** episode represents the **precision singularity**—the moment when Chimera transforms from "pick a quantization level" to "we can mathematically derive which quantization level is optimal for your hardware, budget, and quality threshold." Wi...
feat: TR127 Long-Context Performance Characterization
This **long-context performance characterization** episode represents the **scaling truth singularity**—the moment when Chimera stops treating context-length scaling as a single curve and discovers it is two entirely different phenomena. With 5,362 lines added across 15 files,...
feat: TR128 Production Workload Characterization
This **production workload characterization** episode represents the **reality singularity**—the moment when Chimera confronts how real traffic behaves on consumer GPU hardware and discovers that **theory diverges from practice**. With 7,432 lines added across 19 files and 3 c...
feat: Legacy Cleanup + TR133 Predictive Capacity Planner
This **legacy cleanup + predictive planning** episode represents the **operational singularity**—the moment when Chimera simultaneously retires what no longer serves it and builds the intelligence to plan what comes next. With 5,422 lines added and 598 removed across 84 files...
docs+style+fix: Final READMEs, Conclusive Reports, Codebase Polish, CI Restoration
This **Phase 2 culmination** episode represents the **completion singularity**—the moment when fourteen episodes of research, benchmarking, profiling, and optimization are distilled into conclusive documentation, unified formatting, and a CI pipeline that actually runs. With 2...
feat: TR134 Alignment Under Quantization + TR135/136 Scaffold
This **alignment robustness** episode represents the **Phase 3 threshold**—the moment when Chimera stops asking "does it run?" and starts asking "does it stay aligned?" With 25,258 lines added across 69 files in 6 commits, this update demonstrates **safety-under-quantization m...