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Bryan Williams

Self-taught, building with AI since April 2026. Creator of Neverclosed, a 24/7 AI receptionist for small businesses, plus honesty-first agent harnesses. Truth over hype — building in public.

Location North Carolina, USA Joined Joined on  Personal website https://github.com/equinoxaifinance-rgb

Education

Self-taught (since 2026)

Work

Founder — Neverclosed (24/7 AI receptionist)

My AI reviews its own code with 4 rival models. The majority just approved a security hole three rounds straight.
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My AI reviews its own code with 4 rival models. The majority just approved a security hole three rounds straight.

#ai #security #buildinpublic #devtools
BERJAYA 3
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3 min read

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Power Reveals
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Power Reveals

#discuss #philosophy #buildinpublic #ai
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4 min read
What does an AI agent do with no goal and no supervision? I ran it three times and logged everything.

Exposes self-invented purpose and drift
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What does an AI agent do with no goal and no supervision? I ran it three times and logged everything.

#discuss #agents #ai #buildinpublic
BERJAYA BERJAYA 4
Comments 18
5 min read
The Only Judge Is Reality
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The Only Judge Is Reality

#showdev #ai #agents #buildinpublic
BERJAYA 1
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3 min read
Missing Is Not False
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Missing Is Not False

#showdev #api #webdev #opensource
BERJAYA 1
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4 min read
I missed the deadline — so I ran the benchmark myself to prep for its reopening
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I missed the deadline — so I ran the benchmark myself to prep for its reopening

#showdev #ai #machinelearning #buildinpublic
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4 min read
Neverclosed: a 24/7 AI receptionist for small businesses — what it is, why we built it, and how it works
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Neverclosed: a 24/7 AI receptionist for small businesses — what it is, why we built it, and how it works

#ai #serverless #saas #buildinpublic
BERJAYA 1
Comments
4 min read
What Broke When We Turned Government Open Data Into Agent-Callable Evidence
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What Broke When We Turned Government Open Data Into Agent-Callable Evidence

#ai #api #mcp #architecture
BERJAYA 3
Comments 4
6 min read
Installed Is Not Active: Why an AI Harness Has to Prove Itself
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Installed Is Not Active: Why an AI Harness Has to Prove Itself

#ai #agents #testing #programming
BERJAYA 2
Comments 15
3 min read
We fixed the eval platform we're competing on: a TypeError that crashed three benchmark pipelines

Summer Bug Smash: Clear the Lineup 🐛🛹
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We fixed the eval platform we're competing on: a TypeError that crashed three benchmark pipelines

#devchallenge #bugsmash #python #opensource
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3 min read
"0 matches" looked like "all clean": the PowerShell filter that couldn't fail loudly

Summer Bug Smash: Smash Stories 🐛🛹
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"0 matches" looked like "all clean": the PowerShell filter that couldn't fail loudly

#devchallenge #bugsmash #powershell #debugging
BERJAYA 3
Comments 2
3 min read
Last night we entered a memory benchmark against Tencent and Mem0. The score isn't back yet - and I'm publishing it either way.
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Last night we entered a memory benchmark against Tencent and Mem0. The score isn't back yet - and I'm publishing it either way.

#showdev #ai #buildinpublic #benchmarking
BERJAYA 1
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4 min read
"Trust this file over the exit status": the note our test suite left itself — that nothing ever read

Summer Bug Smash: Smash Stories 🐛🛹
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"Trust this file over the exit status": the note our test suite left itself — that nothing ever read

#devchallenge #bugsmash #debugging #node
BERJAYA 2
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5 min read
One conversation, four cards: the dashboard bug with three root causes stacked on top of each other

Summer Bug Smash: Clear the Lineup 🐛🛹
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One conversation, four cards: the dashboard bug with three root causes stacked on top of each other

#devchallenge #bugsmash #debugging #javascript
BERJAYA 2
Comments
4 min read
4 months ago I couldn't code. Then I started treating my AI like a partner instead of a tool.
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4 months ago I couldn't code. Then I started treating my AI like a partner instead of a tool.

#showdev #ai #beginners #buildinpublic
Comments
4 min read
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