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kurtvalcorza/README.md

Strategic comms for AI R&D. Practical AI tools for the Philippine public sector.

Practical tools built with AI — assessment chatbots, agent skills, and lightweight ML systems — spec-driven and human-gated where it matters.


🚧 Current focus

Repository lifecycle: ActiveMaintainedExperimental/IncubatingArchived. Component repos stay separate only when independent versioning, reuse, access control, CI, or deployment boundaries justify it. See PORTFOLIO.md.

  • agentic-vault — agent-agnostic knowledge infrastructure for Obsidian, including graph-aware retrieval, provenance, and multi-agent governance
  • agentic-analytics — MCP-native analytical runtime with reproducible execution and evidence provenance
  • Agent infrastructure (agent-*) — host-neutral, independently usable layers for running AI agents under real constraints: agent-relay (roles, handoffs, verification), agent-router (cost-aware model and executor routing), agent-control (lifecycle, budgets, policy, audit), and agent-toolchain (distribution across harnesses, in progress)
  • aiaas-market-study — reproducible AI-as-a-Service market/feasibility research workflow (private)
  • inventory-intelligence — applied inventory intelligence system (private)
  • litert-lm-plugin-cc — local/on-device LiteRT-LM integration for Claude Code
  • mlops-grid — MLOps infrastructure work (private)
  • Mitra tabular pipelines — DIMER pipelines fine-tuning the Mitra tabular foundation model: classifier and regressor, each shipping a CPU dataset validator and a GPU fine-tuner

🔬 Research & synthesis

  • market-study-template — a scaffold for structured market research studies: a Quarto book rendering to PDF/DOCX, a TypeScript survey instrument, and pre-specified analysis contracts so the output tables exist before any data is collected
  • citation-audit — audits a finished reference list against the bibliographic record, catching fabricated, misattributed, and misdirected citations — including identifiers that resolve cleanly to an entirely different paper. Keyless; the calls that change what a document claims stay with the human
  • agentic-research — 23-skill PRISMA 2020 / GRADE systematic-review pipeline: a question → a defensible synthesis
  • agentic-analytics — an agent-agnostic, MCP-native analytical runtime: reproducible sandboxed execution with source→execution→evidence provenance and deterministic validation, so an agent's analysis can be re-run and checked instead of taken on trust

📚 Knowledge work

  • keynote-builder — a governed, human-gated pipeline that turns a brief into a stage-ready keynote (slide deck + speaker script)
  • office-reports — agent skills for institutional document drafting: travel reports, minutes, and a weekly → terminal M&E reporting pipeline, evidence-only with gap flags
  • presentation-builder — composable skills for finished presentations: Marp, native PPTX, HTML slides, talk scripts
  • research-deck-builder — a research/training module → a presenter-ready, source-checked deck
  • agentic-vault — an Obsidian vault template for working with AI agents (PARA + multi-agent governance)

🏛️ Applied AI for government & organizations

⚙️ ML infrastructure & experiments

  • litert-lm-plugin-cc — an unofficial Claude Code plugin for a local, on-device model served by LiteRT-LM: offline, no API tokens, nothing leaving the machine — and a metadata repair for the silent CPU fallback that costs a measured 4.3×
  • mlops-lite — a full-lifecycle, single-GPU MLOps platform (data → train → serve → monitor → retrain)
  • Mitra tabular pipelines — DIMER pipelines that fine-tune Mitra (AutoGluon, Apache-2.0), a tabular foundation model pretrained on 45M synthetic datasets and no real data: classifier and regressor, each shipping a CPU dataset validator and a GPU fine-tuner
  • TabICLv2 tabular pipelines (incubating) — DIMER pipelines for TabICLv2 (Inria Soda, BSD-3-Clause), an in-context learner that reads labelled rows as context: classifier and regressor
  • notebooks — ready-to-run Colab speech & ML experiments (ASR, diarization, TTS)

🧰 Web apps & tools

  • Agent infrastructure (agent-*) — four independently usable layers for running AI agents under real constraints: agent-relay hands work between agents through durable artifacts and a verifier gate; agent-router routes each subtask to the cheapest executor that can satisfy it, then escalates on failed verification; agent-control owns lifecycle, budgets, policy, and an append-only audit trail; agent-toolchain (in progress) installs and validates all of it across harnesses
  • pdf-signer-pwa — private, offline PKCS#12 PDF signing that never leaves your device

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  4. kurtvalcorza kurtvalcorza Public

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  5. kurtvalcorza.github.io kurtvalcorza.github.io Public

    Projects, notebooks, and technical experiments.

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  6. notebooks notebooks Public

    Ready-to-use Colab notebooks for data science and machine learning

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