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When Your Benchmark Finally Tells the Truth
debashish_ghosal profile

When Your Benchmark Finally Tells the Truth

#healthydebate #ai #llm #agents
13
Comments 6
8 min read
I Thought Role Separation Would Fix the Optimizer. It Didn't.
debashish_ghosal profile

I Thought Role Separation Would Fix the Optimizer. It Didn't.

#healthydebate #ai #llm #testing
12
Comments 7
6 min read
I Thought the Optimizer Was the Product. I Was Wrong. The Gate Was.
debashish_ghosal profile

I Thought the Optimizer Was the Product. I Was Wrong. The Gate Was.

#healthydebate #ai #llm #testing
9
Comments 4
5 min read
I Tried 4 Models to Save My Self-Improving Agent. All 4 Failed.
debashish_ghosal profile

I Tried 4 Models to Save My Self-Improving Agent. All 4 Failed.

#healthydebate #ai #llm #agents
24
Comments 2
7 min read
I Compared a Local 4B, a Better Cloud Model, and Role Separation. The Results Were Weird.
debashish_ghosal profile

I Compared a Local 4B, a Better Cloud Model, and Role Separation. The Results Were Weird.

#healthydebate #ai #llm #testing
12
Comments 3
6 min read
I Thought This Was a Classification Problem. It Wasn't.
debashish_ghosal profile

I Thought This Was a Classification Problem. It Wasn't.

#healthydebate #ai #llm #testing
12
Comments
6 min read
My Self-Improving Agent Still Couldn't Improve. That Was the Breakthrough.
debashish_ghosal profile

My Self-Improving Agent Still Couldn't Improve. That Was the Breakthrough.

#healthydebate #ai #llm #testing
10
Comments 3
7 min read
My Agent Found Real Improvements. The Statistics Still Killed the Promotion.
debashish_ghosal profile

My Agent Found Real Improvements. The Statistics Still Killed the Promotion.

#healthydebate #ai #agents #llm
11
Comments 3
6 min read
I Published Every Flaw My Safety Tool Can't Catch. It Made It More Credible, Not Less.
debashish_ghosal profile

I Published Every Flaw My Safety Tool Can't Catch. It Made It More Credible, Not Less.

#healthydebate #ai #testing #llm
10
Comments 4
8 min read
My LLM Critic Flip-Flops on Every Run. That's Fine — Because a Frozenset Decides What's Fatal.
debashish_ghosal profile

My LLM Critic Flip-Flops on Every Run. That's Fine — Because a Frozenset Decides What's Fatal.

#healthydebate #ai #testing #llm
13
Comments 9
7 min read
The Gate That Stayed Silent — When a Blocker Count That Drops Reads as Improvement
debashish_ghosal profile

The Gate That Stayed Silent — When a Blocker Count That Drops Reads as Improvement

#healthydebate #ai #planner #testing
12
Comments 5
5 min read
I Added a Fourth Model Mid-Run. It Changed What My Field Test Could Prove.
debashish_ghosal profile

I Added a Fourth Model Mid-Run. It Changed What My Field Test Could Prove.

#healthydebate #ai #llm #testing
12
Comments
7 min read
Two Projects, One Problem — What PlannerCritic and AdversarialDebate Each Got Wrong
debashish_ghosal profile

Two Projects, One Problem — What PlannerCritic and AdversarialDebate Each Got Wrong

#healthydebate #ai #dogfood #testing
17
Comments 3
10 min read
Most AI Second Opinions Are Theater. I Built a System That Actually Fights Back.

Reveals why blind reviews fail
debashish_ghosal profile

Most AI Second Opinions Are Theater. I Built a System That Actually Fights Back.

#healthydebate #ai #testing #llm
15
Comments 10
14 min read
The Same Model Debating Itself Was More Self-Critical Than Two Different Models
debashish_ghosal profile

The Same Model Debating Itself Was More Self-Critical Than Two Different Models

#healthydebate #ai #llm #testing
14
Comments 2
13 min read
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