Jeremy Lankford, MBA

Jeremy Lankford, MBA Senior Software Engineer & PhD student in IT (AI Focus).

Sharing insights on software architecture, AI governance, and navigating the evolving landscape of enterprise technology.

Quantization + speculative decoding breakthrough: BitNest co-encodes draft & target weights in nested bit planes (W4/W8)...
10/10/2026

Quantization + speculative decoding breakthrough: BitNest co-encodes draft & target weights in nested bit planes (W4/W8), accelerating edge LLMs by 1.6x with zero reasoning degradation.

10/03/2026

ADLC Tip: Commit small and often. Large, infrequent commits hide bugs in noise and make 'git blame' useless when you need it most.

10/03/2026

ADLC Tip: Refactor in small, tested steps. A big-bang rewrite is a bet that you understand the old system perfectly. You don't.

09/29/2026

ADLC Tip: Plan for maintenance and end-of-life from day one. Every system you ship is a system someone will eventually have to retire.

09/28/2026

ADLC Tip: Load test before your users do. The worst time to discover your bottleneck is during a traffic spike, not a staging run.

09/27/2026

ADLC Tip: Treat database migrations as code: version them, review them, and never edit one that's already shipped.

09/26/2026

ADLC Tip: Design your API for the consumer, not the database. If your endpoint mirrors your schema, you're leaking implementation details.

09/25/2026

ADLC Tip: Pair programming isn't slower -- it just moves the debugging time earlier, where it's cheaper and less lonely.

09/24/2026

ADLC Tip: Groom the backlog before it groggily grooms you. A stale backlog full of vague tickets is technical debt in disguise.

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