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#agent828

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BABrett A McCalldarketype.hashnode.devMay 20 · 4 min read

AI coding needs better change detection, not louder scorecards

One thing i keep learning from running repOptics every week: the loudest finding is not always the useful one. This week the research lake grew to 6,642 scans across 3,130 repositories, with 3,515 re-

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BABrett A McCalldarketype.hashnode.devMay 11 · 4 min read

The repo is the bottleneck now

I keep coming back to the same pattern. AI has made it much easier to produce code. That part is obvious now. The less obvious part is what gets exposed after the code exists. The bottleneck moves. It

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BABrett A McCalldarketype.hashnode.devMay 9 · 7 min read

The crm that drafts its own follow-ups

The crm that drafts its own follow-ups Three weeks. One sales team of one person (me). And now the CRM writes first drafts, remembers every meeting, and will not send a single email without a human saying yes. Here is what that arc actually looked li...

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BABrett A McCalldarketype.hashnode.devMay 9 · 6 min read

The backlog is a feature

The backlog is a feature I do not have a roadmap. I have a docs/BACKLOG.md file with a specific operating philosophy baked into its format, and it works better than any roadmap i have ever maintained. Here is how it works and why the design decisions...

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BABrett A McCalldarketype.hashnode.devMay 9 · 5 min read

How we stopped our content engine from repeating itself

How we stopped our content engine from repeating itself There is a specific failure mode in AI content pipelines that nobody talks about enough. It is not hallucination. It is not tone. It is entity fixation — where the model latches onto the same th...

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BABrett A McCalldarketype.hashnode.devMay 9 · 5 min read

The honest column: making follow_up_date derive from facts

The honest column: making follow_up_date derive from facts There is a class of CRM bug that is not a bug in the code. It is a bug in the design. The code works exactly as written. The data is wrong. And the wrongness accumulates quietly over time unt...

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BABrett A McCalldarketype.hashnode.devMay 9 · 6 min read

Make the system explain itself

Make the system explain itself At some point, every agentic stack becomes a black box. You know it's working because posts are going out. You know it's broken when they stop. The gap between those two states — degraded, partially offline, silently fa...

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BABrett A McCalldarketype.hashnode.devApr 16 · 3 min read

Weaving the universe into the code

Weaving the universe into the code The tooling genesis When we set out to build the iris aperture widget, the goal was straightforward: a high-fidelity, interactive focal point for the hero section. We built an entire tactical control panel (HUD) ove...

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BABrett A McCalldarketype.hashnode.devApr 16 · 6 min read

Understanding the lake

Understanding the lake What if the most important part of the system i built is the context lake? Perhaps the center of it all is exactly that. When people first look at agent828, they often see a sharp local brand with a tactical vibe. The website, ...

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BABrett A McCalldarketype.hashnode.devApr 16 · 8 min read

The crm i built by being the customer

The crm i built by being the customer The request that wasn't a request Emi asked agent828 to help her build sales and marketing tooling. She runs a thing, she has leads, the leads are slipping through cracks, the cracks are made of her own inbox and...

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Trending tags this week

AI coding needs better change detection, not louder scorecards

The repo is the bottleneck now

The crm that drafts its own follow-ups

The backlog is a feature

How we stopped our content engine from repeating itself

The honest column: making follow_up_date derive from facts

Make the system explain itself

Weaving the universe into the code

Understanding the lake

The crm i built by being the customer