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Oliver Buchannon
Vivek Khandelwal

CoFounder and Chief Business Officer at CogniSwitch Inc

Context HandOffs

Apr 22, 2026

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5 min read

Context HandOffs

Agents are in production. Brute force. With HITL. Soon they will start talking to each other. The question is how do they do context handoffs

Vivek Khandelwal
Vivek Khandelwal
Memory is not just storage

Mar 17, 2026

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9 min read

Memory is not just storage

Memory is a word, well understood by 5 year olds has made it's way to a list Enterprise AI Jargons - and is now almost on the verge of losing it's true meaning. Hence ELI5

Vivek Khandelwal
Vivek Khandelwal
Garbage in, Garbage out is simple to understand but difficult to execute

Mar 10, 2026

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9 min read

Garbage in, Garbage out is simple to understand but difficult to execute

Everyone gets the concept of Garbage in and garbage out. What's difficult is clearly filtering - what's garbage and what's not.

Vivek Khandelwal
Vivek Khandelwal
Reasoning models (and their convincingness)

Mar 1, 2026

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8 min read

Reasoning models (and their convincingness)

Reasoning models present chain of thought. Both those words - thought, and reasoning and have found their way to folklore. But practitioners continue to ask - if model doesn't understand, how does it think and reason? Hence ELI5.

Vivek Khandelwal
Vivek Khandelwal
Phantom Human-In-The-Loop

Feb 22, 2026

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9 min read

Phantom Human-In-The-Loop

Every enterprise AI pitch ends with "Don't worry, we have a human in the loop." At times - it's the customer. At times - it's on the vendor. End goal - Compliance should be comforted. But human-in-the-loops today feel like performance theater. Hence ELI5.

Vivek Khandelwal
Vivek Khandelwal
Guardrails - Status Quo vs What's Needed

Feb 15, 2026

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8 min read

Guardrails - Status Quo vs What's Needed

Everyone claims having guardrails for their agents yet pilots get blocked. Makes you wonder - what do the guardrails do vs what's needed? Hence ELI5.

Vivek Khandelwal
Vivek Khandelwal
Evals are NOT Audits

Feb 8, 2026

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6 min read

Evals are NOT Audits

Eval are being looked as the missing piece in the AI stack. For most part, they are. But to close the feedback loop, you need a more deterministic output. Hence ELI5.

Vivek Khandelwal
Vivek Khandelwal
Ontologies - ELI5 Version

Jan 30, 2026

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7 min read

Ontologies - ELI5 Version

Because of context graphs, spotlight is now on ontologies, semantic layer, taxonomies and more. These are nouns for data practitioners but for the rest these feel overwhelming. Hence ELI5.

Vivek Khandelwal
Vivek Khandelwal
Neuro-Symbolic - ELI5

Jan 22, 2026

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4 min read

Neuro-Symbolic - ELI5

Neuro-Symbolic AI is bound to get spill over attention, courtsey Context graphs. The word is increasingly loosely used. Hence ELI5.

Vivek Khandelwal
Vivek Khandelwal
Context graphs - ELI5 Version

Jan 18, 2026

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4 min read

Context graphs - ELI5 Version

Context graphs are actual graphs? Is that the missing piece in the Pilot to Production? As always - there is more than that. Hence ELI5.

Vivek Khandelwal
Vivek Khandelwal
Context graphs - ELI5 Version

Jan 15, 2026

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4 min read

Context graphs - ELI5 Version

Wait, Context graphs aren't actual graphs. It's a catch phrase but there's more. Hence ELI5.

Vivek Khandelwal
Vivek Khandelwal

The Signal

Enterprise AI Infra - ELI5 Edition

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