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Windsurf at 950 tok/s — the vibe coding stack Indian devs should adopt this week

Inference speed becomes the new UX moat

Dr. Neeraja Reddy

Founder, ONROL

8 May 20265 min read

On 2026-05-08, cognition windsurf swe-1.5 hits 950 tok/s on cerebras. For Indian builders, students, freelancers, and SMB owners watching this from the sidelines, the question isn't whether this matters — it's how fast you can adapt.

Why this matters for India

Inference speed becomes the new UX moat The implication is concrete: anyone evaluating an ai conversion rate optimisation or comparing options for ai tools workshop in west bengal should adjust their decision criteria this week — not next quarter.

Across our cohorts at ONROL — India's AI Execution School — three patterns emerge whenever a frontier event like this lands. First, the gap between learners who treat AI as a black box and those who treat it as a craft widens overnight. Second, the people best positioned aren't the ones with the longest theory background; they're the ones already shipping. Third, the right best ai performance marketing course in mysore suddenly becomes obvious by elimination.

What changes for ONROL learners

Curriculum updates within 48 hours so the next cohort works with current tools, not last quarter's models.
Mentors live-demo the new capability in office-hours within the same week.
Existing alumni get a recorded teardown of the change — what it unlocks, what it deprecates, what to ship next.
Project briefs are refreshed: best n8n automation course in guwahati and free generative ai bootcamp in mumbai replace patterns that are now obsolete.

Concrete next steps if you're still deciding

If you've been on the fence about choosing the near me ai bootcamp in indore or which top ai for finance course in hyderabad to commit to, this event resets your calculus. Pick a cohort that demonstrably ships projects every single week. Avoid programs whose syllabus hasn't been updated since the start of the year. Insist on tooling parity with what frontier labs actually ship.

Related coverage

Catch the full weekly AI news feed at /ai-news. For a deeper teardown of what ai conversion rate optimisation should actually contain in 2026, see our pillar guide on the same.

Written by

Dr. Neeraja Reddy · Founder, ONROL

16+ years global experienceDoctorate in Business AdministrationHealthcare & EdTech innovator

I started ONROL after watching too many capable, ambitious people finish five AI courses and a hundred YouTube tutorials without shipping a single thing they could show. The market doesn't reward what you know about AI — it rewards what you build with it. Before ONROL, I spent 16+ years in global healthcare and clinical research across the US and UK, then founded Yajur Public School in Warangal and co-founded Vivencia Educational Society — building future-skills programs (with Bower School of Business) for students from Grade 3 through undergraduate. ONROL is the next step: a 5-day intensive where every learner ships three live AI projects — a backend automation system, a vibe-coded website, and a fine-tuned personal AI assistant. Not another bootcamp. A Talent-to-Income Engine.

Doctorate in Business Administration · 16+ years global experience across healthcare, clinical research, and education
100+ builders trained across 7 cohorts at ONROL
Founder, Yajur Public School (Warangal) · Co-Founder, Vivencia Educational Society — programs reaching thousands of Indian learners
Active practitioner — runs the 19-tool tools.onrol.in suite used daily by Indian creators and SMBs
Every learner ships 3 live, deployable AI projects in 5 days — hands-on mentorship, not pre-recorded videos

Questions about AI news

Common questions

Yes — frontier-model events directly change which tools you should learn first. Beginners who chase last year's stack waste 3-4 months. Track these anchors to stay current; pair with a project-first program like ONROL to ship on the new stack within weeks.

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