Development Roadmap

From working build to full Skeptic platform.

Jarvis Core is the reference implementation (107 test files, ~46,000 LOC across 171 modules).Esoteric v0.2 is the fully decomposed active runtime featuring a PocketMemory graph, NameProfile identity inference, deterministic cognitive layer, and 10 model seats.

The roadmap below tracks the completed NH-CRSIS hardening tasks (G–R) and phases 1-4. The complete system has reached 100% Core Build completion (Phase 9 completed), adding advanced observability, maintenance ops, and robust local Voice pipelines (Kokoro TTS and faster-whisper STT).

46k+
Lines of Code
171
Python Modules
107
Test Files
50+
Deterministic Tools
Pure Core
100 / 100
Full Platform
95 / 100
A
Pure Complete
Core build at 100/100. Voice proven on hardware.
Phase 1
B
Platform Complete
Full capabilities minus AMD GPU validation.
Phase 4
C
Full 100%
AMD proven. Install-pack ships. Everything documented.
Phase 6

Foundation — Tasks A–F

A
Conversation Buffer
Bounded turn history with renderer context wiring. The system remembers what was said and can reference prior turns.
B
Persistent Event Logger
Structured JSONL event logging with daily file rotation. Every turn emits a traceable, replayable record.
C
Intent Handler Registry
Modular intent-to-handler mapping with runtime registration. New intents plug in without touching the dispatcher.
D
Dependency Split
Core, dev, voice, and combined requirements files. CI installs only what it needs. Zero runtime dependencies.
E
Memory Backup & Restore
SQLite memory with backup, restore, list, and prune operations. Facts persist across sessions and survive crashes.
F
Semantic Matcher Upgrade
Lexical synonym expansion and bigram scoring for intent matching. Handles paraphrases without an embedding model.
✓
CLLM Renderer Wiring
Ollama integration with preferred/fallback model tries and deterministic template fallback. The rendering pipeline is live.
G
BG1 Result Retrieval
4-level retrieval cascade allowing users to ask for background task outputs asynchronously.
H
Real-time Terminal Streaming
deepseek-r1 streams its "thinking" tokens live to the terminal to show background task progress.
Phase 1Memory & Fact Anchoring

Establish reliable memory retrieval and contradiction prevention.

Task GBuilt
Fact Anchoring
Require canonical constraints for facts.
Codex
Task HBuilt
Contradiction Guard
Pre-save hooks preventing conflicting memory logic.
Codex
Task IBuilt
Confidence Decay
Decay certainty metrics over time to favor fresh updates.
Codex
Phase 2Observability & Quality SignalsStop Point A

Robust logging, tracing, and feedback loops for deterministic execution.

Task JBuilt
Miss Logging
Track unhandled user intents directly in jsonl.
Codex
Task KBuilt
Quality Scoring
Evaluate response fidelity through heuristic scores.
Codexdepends on Task G
Task LBuilt
Correction Hook
Capture real-time feedback and corrections systematically.
Codex
Phase 3Multimodal & Retrieval Integration

Enable comprehensive input handling for dynamic vision logic and semantic searches.

Task MBuilt
Code Sandbox
Isolated environment for untested script generation.
Codex
Task NBuilt
Vision Payloads
Direct multimodal Ollama request with Base64 payloads.
Codex
Task OBuilt
RAG Retrieval
Cosine similarity paired with recent-confidence decay filtering.
Codexdepends on Task I
Phase 4Provenance & Auto-HealingStop Point B

Strictly track origin and provide snapshot rollbacks for agent logic rules.

Task PBuilt
Memory Provenance
Tag all semantic items with deterministic sources.
Codex
Task QBuilt
Rule Versioning
Support full rollbacks and logging in CRSIS Engine.
Codexdepends on Task L
Task RBuilt
Health Dashboard
Aggregate miss logs, timeouts, and logic skips to terminal.
Codexdepends on Task K
How Skeptic becomes real

Skeptic is not a single feature. It's the convergence of Herald's deterministic pipeline with Concept D's world-model architecture. Phase 0–1 closes the pure core. Phase 2–3 gives the system real capabilities and specialist depth. Phase 4 opens the addon platform. Phase 5–6 proves the hardware path and ships the final build.

When all seven phases complete, Esoteric v0.2 becomes a true Local Assistant Operating System: a persistent world-state model tracking reality, specialist workers producing evidence, and a judge that verifies every claim before it reaches the user. Not AGI. Something more practical — a cognitive architecture that stays honest.

The foundation is built. The path is explicit. What remains is bounded, artifact-backed finishing work — not another open-ended redesign.

The question isn't whether this works.

Walk the full architecture interactively.

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