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Aamer Mihaysi

AI Engineer building agentic systems, RAG pipelines & multi-agent swarms. LLM tuning, production MLOps, open-source first. Making AI practical and deployable.

Qatar, Doha Joined on Feb 24, 2026 https://www.mehaisi.com

Nov 14

The checkout page can't tell your agent from a scraper — and that's your problem

#ai #llm #agents

4 min read

Nov 13

The load-bearing wall in your agent is the one you never inspect

#ai #llm #agents

4 min read

Nov 12

Half of what's trending is a base model wearing a new name

#ai #llm #agents

4 min read

Nov 11

Your Scaffolding Is Training Wheels, Not Architecture

#ai #llm #agents

4 min read

Nov 10

Nobody logs the candidate set

#ai #llm #agents

3 min read

Nov 9

Grep your tool surface before you write another refusal eval

#ai #llm #agents

4 min read

Nov 8

The decoding tax: latent swarms vs. the pipelines I actually ship

#ai #llm #agents

5 min read

Nov 7

Who's Allowed to Add Work to Your Agent's Queue?

#ai #llm #agents

3 min read

Nov 4

Long context is a billing decision, not a capability one

#ai #llm #agents

4 min read

Nov 3

The guardrail is the allowlist, not the prompt

#ai #llm #agents

5 min read

Nov 2

Two models, same score, one of them cheated

#ai #llm #agents

3 min read

Nov 1

The Quant Didn't Break the Weights. It Broke the Code.

#ai #llm #agents

5 min read

Oct 31

Capability Parity Is Not an Eval

#ai #llm #agents

4 min read

Oct 30

The model card is not the artifact you're serving

#ai #llm #agents

4 min read

Oct 29

The ticket was right. The trace wasn't

#ai #llm #agents

4 min read

Oct 28

A closed PR is an answer. Teach your agent that.

#ai #llm #agents

4 min read

Oct 27

Skills don't transfer. Your shared AGENTS.md is a per-model prior.

#ai #llm #agents

4 min read

Oct 26

A repair layer is not a reliability layer

#ai #llm #agents

4 min read

Oct 25

Your spend ceiling has to be a 403, not a dashboard

#ai #llm #agents

4 min read

Oct 24

The Leak Isn't in the Retrieval. It's in the Sentence.

#ai #llm #agents

5 min read

Oct 23

Field note: the abstention threshold was the whole project

#ai #llm #agents

5 min read

Oct 22

The Number I'll Cite Next Year Won't Come From the Paper

#ai #llm #agents

4 min read

Oct 21

You don't read the code. Fine. What do you read?

#ai #llm #agents

4 min read

Oct 20

Max effort lost to medium effort — notes on a visual agent harness

#ai #llm #agents

4 min read

Oct 19

Clean data, dirty model: behaviors don't respect your dataset boundaries

#ai #llm #agents

4 min read

Oct 16

Breadth is the cheap axis

#ai #llm #agents

3 min read

Oct 15

Your agent control plane is an API gateway with a new name

#ai #llm #agents

4 min read

Oct 14

The sparse-reward excuse is an authoring problem

#ai #llm #agents

4 min read

Oct 13

The matplotlib agent did exactly what it was built to do

#ai #llm #agents

3 min read

Oct 12

The DN42 Agent Had No Finish Line

#ai #llm #agents

3 min read

Oct 11

The SKILL.md you copied is running with your permissions

#ai #llm #agents

5 min read

Oct 10

The harness is the product now, and nobody's versioning it

#ai #llm #agents

4 min read

Oct 9

The AI time-horizon doubling rate is a curve-fitting artifact

#ai #llm #agents

4 min read

Oct 8

How much of your agent's sandbox is actually read-only?

#ai #llm #agents

3 min read

Oct 7

Four new models, one interface change: from chat completion to decision

#ai #llm #agents

5 min read

Oct 6

Blast radius is the unit of trust

#ai #llm #agents

5 min read

Oct 5

My World-Model Drift Metric Scored a Stale Checkpoint as Stable

#ai #llm #agents

4 min read

Oct 2

Prune tool output by rule, leave the reasoning chain alone

#ai #llm #agents

4 min read

Oct 1

Prompt search is a hill-climber, and accuracy is the wrong hill

#ai #llm #agents

4 min read

Sep 30

Uniform INT8 on Recurrent States Is a Default, Not a Decision

#ai #llm #agents

4 min read

Sep 29

If every layer prefix is a valid model, why do we still pick a size at deploy time?

#ai #llm #agents

5 min read

Sep 24

The agent didn't fail. You never told it what "done" means.

#ai #llm #agents

2 min read

Sep 23

Containers aren't a sandbox: the Fedora agent incident

#ai #llm #agents

4 min read

Sep 22

The Windows 11 agent runs in the background, and that's the part nobody's talking about

#ai #llm #agents

2 min read

Sep 21

The benchmark isn't the problem. Your architecture is.

#ai #llm #agents

2 min read

Sep 20

The agent has no skin in the game. That's the bug.

#ai #llm #agents

2 min read

Sep 19

Your agent deleted prod because you never let it fail in staging

#ai #llm #agents

3 min read

Sep 18

The agent runtime is the new IDE. The audit trail is the new GitHub.

#ai #llm #agents

4 min read

Sep 16

The model that argued with my prompt

#ai #llm #agents

4 min read

Sep 15

The sandbox can't see what's already in the context

#ai #llm #agents

3 min read

Sep 14

Your agent isn't lying. It's optimizing.

#ai #llm #agents

4 min read

Sep 12

The person on the other end of your agent's output

#ai #llm #agents

2 min read

Sep 11

You gave your agent maintainer access. That's the bug.

#ai #llm #agents

2 min read

Sep 10

The Research Bottleneck Isn't Ideas — It's the Missing 40% of the Paper

#ai #llm #agents

3 min read

Sep 9

The 30–50% violation rate is a baseline, not a verdict

#ai #llm #agents

2 min read

Sep 8

The agent that shamed a maintainer wasn't rude. It was optimized.

#ai #llm #agents

4 min read

Sep 7

The real scandal isn't the benchmark gaming. It's the pretending.

#ai #llm #agents

2 min read

Sep 6

Open-source doesn't mean safe: the guardrail check for coding agents

#ai #llm #agents

4 min read

Sep 4

Sandboxes contain the blast radius, not the consequences

#ai #llm #agents

3 min read

Sep 3

Your LLM Judge Can't See What Feedback Did — and It's Costing You

#ai #llm #agents

4 min read

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