AI Ingestion / Evidence Systems
Nkosi Felix can design evidence-bounded AI assistants.
Demonstrated by: this site's own chat — evidence ledger, generated manifest, policy engine, and adjudicator.
Inspect:
Boundary: Does not claim unrestricted chatbot intelligence or private data access.
Nkosi Felix can use deterministic canonical routing for public facts.
Demonstrated by: a canonical chat router that answers identity/employer/feature questions with zero LLM calls.
Inspect:
Boundary: Covers a bounded set of public questions; unmatched questions fall through to a provider-assisted or fail-closed path.
Nkosi Felix can use LLM providers behind adjudication, not instead of evidence.
Demonstrated by: live, provider-assisted answer paths used only when configured and healthy, gated by evidence/safety/confidence checks before anything reaches a client.
Inspect:
Boundary: Provider/model identity is never exposed in the public response; used only when selectable and healthy.
Nkosi Felix can reject unsupported claims safely.
Demonstrated by: fail-closed adjudication, demonstrated by the unsupported-claim rejection example on the homepage.
Inspect:
Boundary: Rejection is deterministic and policy-driven, not a guess.
Nkosi Felix can support Resume Match / JD Fit as chatbot capabilities.
Demonstrated by: deterministic (no-LLM) resume-match and JD-fit-score logic reachable through the evidence-backed chat.
Inspect:
Boundary: Does not rewrite the resume, does not guarantee interviews or offers, does not store pasted job descriptions by default.
Microsoft Graph / SharePoint / M365 Intake
Nkosi Felix can design SharePoint/Microsoft Graph-style intake patterns.
Demonstrated by: document-ingestion harness and checkpointed Graph/SharePoint delta-sync at NBCU/Universal Creative.
Inspect:
Boundary: Does not expose private employer repositories or confidential data.
Nkosi Felix can use checkpointing, delta-sync, manifests, and provenance to make sync outcomes reviewable.
Demonstrated by: eTag/content-hash checkpointed delta-sync, atomic landing, and run-evidence capture.
Inspect:
Boundary: Described at the pattern level, not the original employer's internal repository.
Nkosi Felix can route validation outcomes into reviewable handoffs.
Demonstrated by: ACCEPT/QUARANTINE/SYSTEM-failure routing with structured reasons and ambiguity holds.
Inspect:
Boundary: No real employer data; the lab uses synthetic change-order records.
Industry Use-Case Applications
All labs are synthetic/public-safe. No real patient, grid, construction, customer, payment, employer, or private tracker data.
Health
Nkosi Felix can build synthetic-data health-intake labs.
Demonstrated by: Patient Signal Intake Lab — schema validation, quarantine routing, review packets.
Inspect:
Boundary: Synthetic-only. No PHI. Not a HIPAA-compliance claim.
Energy
Nkosi Felix can build synthetic grid/telemetry quality monitors.
Demonstrated by: Grid Event Quality Monitor — timestamp validation, drift detection, degraded-telemetry handling.
Inspect:
Boundary: Synthetic project data only.
Construction / Infrastructure
Nkosi Felix can build field change-order evidence trackers.
Demonstrated by: Field Change Order Evidence Tracker — document intake, duplicate detection, owner-approval boundary.
Inspect:
Boundary: Synthetic project data only.
Data / AI
Nkosi Felix can build evidence-grounded RAG evaluators.
Demonstrated by: Evidence-Grounded RAG Evaluator — unsupported-claim rejection, evidence gates, confidence/metadata, source-backed answers.
Inspect:
Boundary: Mirrors this site's own chat; not a demo of a separate production system.
Public Reference Projects
Nkosi Felix can build deterministic validation harnesses.
Demonstrated by: Acceptance Harness — pure functions, no I/O, typed outcomes, 7/7 JUnit tests.
Inspect:
Boundary: Public-safe synthetic/reference implementation.
Nkosi Felix can build idempotent ingest pipelines with full observability.
Demonstrated by: Air-Gap Messaging Ingest & Observability — Kafka-to-Postgres, duplicate handling, Grafana/Prometheus/Loki, 26/26 tests.
Inspect:
Boundary: Synthetic, public-safe data only.
Nkosi Felix can build clean-room commerce data lakehouses.
Demonstrated by: ShopLabs Lakehouse Lab — Python/DuckDB, synthetic Faker-generated order data, Parquet export.
Inspect:
Boundary: No real customer, payment, or store data.
Nkosi Felix can build transparent resume/JD scoring services.
Demonstrated by: CareerAssistAI Scoring Pipeline — FastAPI service, tokenized keyword matching, transparent rationale.
Inspect:
Boundary: Synthetic inputs only; no private tracker or recruiter data.
Recruiter / Hiring Manager Workflow Systems
Nkosi Felix can create role-fit evidence summaries.
Demonstrated by: resume-match and JD Fit chat capabilities — requirement-to-evidence mapping, recruiter-safe reply drafts.
Inspect:
Boundary: No invented claims or fake metrics; does not guarantee interviews or offers.
Nkosi Felix can separate recruiter facts from hiring-manager proof.
Demonstrated by: a dedicated Recruiter Packet (work authorization, availability, submission facts) and a separate Hiring Manager Proof page (architecture, tests, evidence, operations).
Inspect:
Boundary: No active clearance claimed; no degree-completion claim.
Nkosi Felix can keep hard blockers and gaps visible instead of hiding them.
Demonstrated by: JD Fit Score's hard-blocker detection and gaps/verify-items output.
Inspect:
Boundary: Deterministic, no LLM call; does not mutate any real job tracker.
Public Signals / External Data Handling
Nkosi Felix can connect to public no-login data adapters with caching and graceful degradation.
Demonstrated by: Location-Aware Weather Signal and Global Currency Basket.
Inspect:
Boundary: Not investment advice, not booking authority, not an official airline/provider partnership.
Nkosi Felix can maintain a bounded, four-lane live news ticker with safe fallback tiers.
Demonstrated by: AI News Ticker — SpaceX / xAI-Grok / Anthropic-Claude / OpenAI-ChatGPT-Codex lanes, in-memory + seed cache fallback.
Inspect:
Boundary: Never backfills a missing lane with another lane's story; omits quietly instead.
Bilingual / Machine-Readable / Agent-Readable Delivery
Nkosi Felix can build bilingual (EN/ES) site surfaces without duplicating content systems.
Demonstrated by: a dictionary-swap language toggle with localStorage persistence, applied across every public page.
Inspect:
Boundary: Does not claim native Spanish fluency or a professional translation certification.
Nkosi Felix can expose machine-readable proof for AI agents and recruiters.
Demonstrated by: ai-index.json, llms.txt, sitemap.xml, claims-register.json, proof-pack.json, and a checksummed evidence manifest.
Inspect:
Boundary: Machine-readable files describe public facts only; explicit "do not infer" sections guard against overreach.