---
id: ins_what-happened-when-stopped-fighting
operator: Rabi Shanker Guha
operator_role: 'Building thesys | Ex-Google'
source_url: https://www.linkedin.com/feed/update/urn:li:activity:7437768572652802048/
source_type: thread
source_title: '3x faster'
source_date: 2026-04-10
captured_date: 2026-05-02
domain: [growth-demand, marketing, ai-native]
lifecycle: [growth-loops, ai-workflow]
maturity: frontier
artifact_class: framework
score: { originality: 3, specificity: 4, evidence: 3, transferability: 4, source: 3 }
tier: B
related: []
raw_ref: raw/linkedin/reactions/linkedin-reactions-2026-04-10.md
---

# This is what happened when we stopped fighting how LLMs think

## Claim
3x faster. 67% fewer tokens. Dramatically more reliable This is what happened when we stopped fighting how LLMs think. 10,000+ developers used our API to build AI-generated interfaces over the past year.

## Mechanism
Projects like Vercel's json-render & Google A2UI showed that separating structure from design was the right idea. But JSON itself was the bottleneck. So we built a format that works the way models actually think.

## Conditions
Holds when: the operating context matches the post's stated frame (team shape, stage, tooling, buyer type).
Fails when: the practice is lifted into a different stage or buyer context without reworking the underlying mechanism.

## Evidence
> "This is what happened when we stopped fighting how LLMs think."

· Rabi Shanker Guha, LinkedIn, 2026-04-10

## Signals
- rendering was too slow
- custom designs were hard to integrate
- models kept producing broken output.

## Counter-evidence
No opposing view in current corpus.

## Cross-references
- (none in current corpus)