BIGSTEVE LABS — INDEPENDENT AI RESEARCH & TESTING
THE LAB
IS WORKING.
BigSteve Labs designs, builds, and stress-tests AI agents, automation, and emerging technology for the real world — then publishes the evidence.
CURRENT EXPERIMENT · AGENT RESCUE — AI JOB RECOVERY FROM AN HTTP 429 AT 73% · OUTCOME: RECOVERY COMPLETED
01 · WHAT THE LAB DOES
Built for the real world — not the demo.
Six working disciplines, one standard: if it can’t survive contact with reality — rate limits, failures, ambiguity, humans — it isn’t finished.
01
AI Reliability
Deterministic testing of how agents fail, recover, and behave when providers, quotas, and tools misbehave — with the failure reproduced, not assumed.
02
Agent Systems
Design and operation of practical AI agents that do real work: bounded tools, visible state, accountable handoffs, human approval where it matters.
03
Automation
End-to-end pipelines that connect models, tools, and people — built to survive rate limits, provider changes, and interrupted runs.
04
Model & Tool Evaluation
Structured comparison of models, providers, and toolchains on tasks that matter, with confidence levels, licensing, and suitability flagged.
05
Applied AI Research
Experiments with documented methods, results, and limitations — published through the lab’s reporting infrastructure.
06
Experimental Systems
Prototypes and platforms built to find the edges of what works: local AI, home-lab infrastructure, and voice-first assistants.
02 · CURRENT EXPERIMENT
Agent Rescue: a failed job, recovered at 73%.
A running AI workload hit an HTTP 429 rate-limit condition and stopped at 73% complete. The lab demonstrated the full recovery path — detection, human-approved provider switch, preserved progress, resumption to completion.
STEP 01
The job fails at 73%
HTTP 429
The AI workload halts mid-run, blocked by a rate-limit response from its provider. Not a crash, not a hang — a quota condition with a clear signature.
STEP 02
Failure identified
DIAGNOSIS
The system identifies the failure condition and records it, separating a recoverable quota event from unrecoverable errors.
STEP 03
Alternate provider selected
HUMAN APPROVAL
An alternate provider is chosen to continue the job. The switch is approved by a human operator — the authority boundary stays explicit.
STEP 04
Progress preserved
CHECKPOINT
The completed 73% is not discarded. Work state is preserved so the job resumes from the checkpoint instead of restarting from zero.
STEP 05
Recovery completed
100%
The workload resumes from preserved progress and runs to completion — the full failure-to-recovery loop, demonstrated end to end.
03 · SELECTED WORK
Inside the lab.
Public projects under active exploration, publication, and testing — each one built to be examined, not just shown.
ACTIVE EXPLORATION
MR BIG
A Windows personal AI assistant built for secure, auditable human-agent collaboration — voice interaction, system control, and automation on the roadmap.
ACTIVE PUBLICATION
BigSteve Buzz Desk
Research, reporting, and practical coverage of open-source AI and developer tools — evidence-first, with corrections recorded in public.
ACTIVE EXPLORATION
Home AI Lab
Practical local AI, computing, and infrastructure — tested on real hardware, documented with successes, failures, and repeatable processes.
DEMONSTRATED
Agent Rescue
Deterministic failure-and-recovery testing for AI agent workloads — the documented 429-at-73% scenario and its full recovery path.
04 · LAB REPORTS
Results, released.
Reports, experiment records, and technical writing — evidence first, claims labeled, limitations published.
Open Source & Developer Report #001 — RC1
FastMCP, Qwen Code, code-review-graph, pi, and Deepsec, checked for activity, licensing, adoption signals, concerns, and suitability.
→
Agent Rescue: Anatomy of a Failure at 73%
The full record of a demonstrated AI job recovery — HTTP 429 failure, diagnosis, human-approved provider switch, and resumption.
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Why We Break Things On Purpose
The case for deterministic failure testing in AI agent systems — reliability you can reproduce on demand.
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05 · FOLLOW THE LAB
The doors open on a schedule.
BigSteve Labs doesn’t chase attention — it publishes on cadence: lab reports as they’re verified, results as they’re released, projects as they ship. Follow the channel that suits you.
THE DOORS ARE OPEN
Get the next report first.
Lab reports, experiment results, and project releases — published as they happen, with the evidence attached. No noise, no fabricated urgency.