Byte-Level Stream Fragmentation
Type text, shrink TCP chunks, watch UTF-8 characters tear at boundaries, then heal with streaming decode.
Embedded in The Leaky Abstraction: Why GenAI Streaming Breaks Your JSON (and How to Fix It)
Run the experimentInteractive Developer Tools
Open-source, client-side engineering tools for production AI systems on Google Cloud and Firebase. Built to eliminate prompt drift, verify spend solvency, and enforce authentic engineering depth.
Interactive Labs
11 live experimentsShow-don't-tell artifacts embedded inside the engineering essays. Every claim about streaming, state, billing, and failure modes ships with a live experiment you can break yourself — right here in the browser.
Mid-Stream Disconnect Simulator
Kill the connection mid-generation and watch idempotent reassembly recover exactly where TCP died.
Embedded in The Leaky Abstraction (Vol 2): Multi-Turn Agent State Transport and Buffer Disconnects
Run the experimentLost-Update Concurrency Sandbox
Fire concurrent agent writes at a shared markdown index and watch lost updates, torn state, and phantom loops corrupt memory.
Run the experimentStale-Document Triangulation Probe
Feed an agent a point-in-time document against live entity state and watch static truth drift while the 4-plane probe stays grounded.
Run the experimentIdle-Timeout Kill Switch Simulator
Hold a streaming conversation open and watch NAT idle timeouts silently drop it - then watch keep-alives and idempotent resume save it.
Run the experimentSpend-Cap Fuse Delay Simulator
Run a runaway prompt loop against a $50 account fuse and watch metering lag rack up cost long after the cap 'tripped' - then add the runtime circuit breaker.
Embedded in The Production Reality of Firebase Spend Caps: Why a $50 Cap Won't Save You From a Prompt Loop
Run the experimentFalse-Validation Echo Chamber
Ask an agreeable agent to verify its own work and watch algorithmic sycophancy compound - then break the loop with adversarial cross-examination.
Embedded in Why Your AI Agent Agrees With Everything You Say: The 10 Cognitive Biases of Autonomous Systems
Run the experimentOn-Device vs Cloud Routing Sandbox
Route live prompts across the four pillars and a Cloud Run fallback and watch latency, cost, and privacy flip per scenario.
Embedded in The Hybrid AI Standard: Architecting On-Device AI with Cloud Run & Firebase AI Logic
Run the experimentPrompt-Loop Circuit Breaker
Discipline alone cannot stop an autonomous loop: fire unbounded tool retries at a budget and watch the idempotency guard trip before the bill does.
Embedded in Deconstructing the 11 Principles of AI Tokenomics: From Prompt Discipline to Runtime Defense
Run the experimentSkill Distillation Simulator
Compare prompt-heavy skills against distilled code-first tools across token cost, latency, and model tiers.
Run the experiment12 Agentic Traps Lifecycle Simulator
12 Agentic Traps Lifecycle Simulator - live in-browser experiment.
Embedded in The 12 AI Agentic Traps: A 6-Stage Production Lifecycle and Formal Mitigations
Run the experimentFeatured UtilityHeuristic Linter
Live • 100% OfflineSlop-o-Meter • AI Content & Fluff Detector
Inspect technical articles, blog drafts, and documentation for synthetic LLM boilerplate, corporate marketing jargon, and monotonous sentence cadence in real time.
Real-Time ScoringAutomated De-SlopifierRhythm Variance Check
AI TokenomicsLive Calculator
AI Tokenomics Solvency Calculator
Estimate monthly Gemini inference burn, test context caching discounts, simulate 80/20 tier-routing blends, and verify whether your Google Cloud Spend Cap will hold or fuse under production concurrency.
Gemini 3.x ModelsTier Routing BlendsSpend Cap Solvency
Agent ArchitectureSpec Generator
noVibes Agent Spec Generator
Eliminate fuzzy prompt drift. Scaffold deterministic, repository-native agents/spec/ trees inspired by Ali Afshar's noVibes standard for production Cloud Run, Firestore, and App Check sidecars.
tech_stack.mdarchitecture.mdbackend.mdroadmap.md