AInovations LLC — AI systems studio
Verified fix audits, AI-driven applications, and the infrastructure beneath them — from OSINT dashboards to edge-deployed web, with proof-shaped deliverables.
What we do
Not a scan report — a proof. Algorithmic and performance defects, a working patch, and a re-measured before/after benchmark gate. If we can't reproduce it, we don't report it.
Fixed-scope engagements on Go, Rust, Python — algorithmic-complexity and performance defects only. Patch included.
Products with models at the core, not bolted on. OSINT intelligence dashboards, agentic tooling, and data-dense interfaces that stay fast under load.
Marketing sites and web apps with editorial craft and strict performance budgets. Static-first, edge-deployed, animated with restraint.
The unglamorous layer, done right. HA clusters, CI/CD, DNS-to-deploy pipelines, and the operational documentation to actually run them.
Reusable frameworks for AI-driven development: orchestration ladders, evaluation harnesses, and the gates that keep models honest.
Anonymized receipts
Anonymized shapes from a recent verified sprint — algorithmic complexity flaws and performance bottlenecks, each with a deterministic reproducer, sealed oracle, and behavior-preserving patch. Artifacts ship in-engagement — reproducers, oracles, and patches you can run yourself.
Every finding ships with a reproducer and a passing-or-failing oracle — not a screenshot. Metrics are re-measured on pinned inputs; patches are behavior-preserving under sealed gates.
Quadratic big-integer accumulation on an attacker-reachable decode path — CWE-407 class CPU exhaustion. Growth curve proved superlinear; fix verified byte-identical against a reference implementation. Patch included.
CBOR bignum serialization rebuilt with native linear-time constructors. Sealed correctness oracle plus interleaved perf gate on the same entrypoint.
Decode-side bignum handling on a wire-format parser — optimization that doubles as hardening. Fix-carrying patch closes an attacker-reachable path.
Immutable-bytes concatenation in a loop — classic quadratic behavior on large inputs. Replaced with linear assembly; correctness oracle plus interleaved benchmark gate.
Naive division loop on an encoding path. Fixed-radix chunking with verified output against the project's own test suite.
Per-digit big.Int division replaced with fixed-radix peeling. Interleaved median benchmark; double independent re-audit before accept.
Selected work
Geospatial OSINT intelligence dashboard. Live corridor mapping, layered datasets, and a map that holds frame rate under real data.
Android call-screening that puts a rules engine between you and the robocallers. Open-source release in progress.
A Linux distribution based on Debian Stable with snapshots, rollback-safe upgrades, first-party GTK tooling.
Studio method
Pin the outcome before touching the tools. What does done prove, and to whom?
Spec before code. Architecture, failure modes, and the oracle that will judge the result.
Small, verified increments. Every claim backed by a run, not a narrative.
Ship to the edge, wire the dashboards, write the runbook. Boring operations are a feature.
The studio
A verification-first AI engineering practice. Intelligent products with proof-shaped deliverables — sealed oracles, reproducible benchmarks, and patches that survive independent re-audit.