Unnat Bak (UB)

Founder / Chief AI & Product Officer at Revscale AI. AuDHD⚡️Insights on #tech and all things #automation & #data

[Unnat Bak (UB) @UnnatBak]

grok 4.5 dropped, everyone's arguing the intelligence index. wrong metric for agent builders. what matters for multi-agent stacks is cost per task, not benchmark score. before you swap models in prod, run your workflow against 2-3 and compare total token spend to finish.

[Unnat Bak (UB) @UnnatBak]

every time a flagship model drops, a franchise operator asks if we need to switch. no. we built revscale so the model underneath is a swappable part, not the whole machine. two more launched today. we didn't touch one agent config.

[Unnat Bak (UB) @UnnatBak]

four frontier labs shipped flagship models days apart, sonnet 5, grok 4.5, gpt-5.6. if you're picking your stack by which one benchmarks best, you're optimizing the wrong variable. the model's a commodity now. the moat is what you wire it into.

[Unnat Bak (UB) @UnnatBak]

gpt-5.6 dropped today in three tiers, sol terra luna. same day grok 4.5 went public. first time every major ai lab has a live model at once. sol costs 5x what luna does. route the boring bulk of your agent calls to the cheap tier, save sol for what needs it.

[Unnat Bak (UB) @UnnatBak]

square quietly plugged every restaurant on its online ordering into chatgpt and claude last week. most smb owners have no idea it happened. that gap, between what ships and what operators actually know, is the business revscale is built for.

[Unnat Bak (UB) @UnnatBak]

un launched an ai governance commission today. ceos sitting with heads of state in geneva to close the digital divide for 2.2 billion people still offline. meanwhile the real ai gap in most american towns is a diner that still takes orders on a legal pad.

[Unnat Bak (UB) @UnnatBak]

openai just cut p95 latency 25 percent on its realtime voice models and fixed the interruption problem, the thing that makes phone bots feel robotic. if you run voice agents for smb or franchise clients, test the new build this week. fake to human gap just got smaller.

[Unnat Bak (UB) @UnnatBak]

Just came across this app #Shacam … Love the one time model to get a quick monetization off of a creative idea before everyone tries to copycat it locally! And awesome concept overall: https://t.co/xboCL7ADNw

[Unnat Bak (UB) @UnnatBak]

learned this the hard way with a franchise client. dropped an agent into their intake process expecting lift. it just automated the mess faster. ripped out three manual handoffs before it did anything useful. the agent was never the hard part. the process was.

[Unnat Bak (UB) @UnnatBak]

88% of companies had an ai agent security incident this year. only 7% run agents fully autonomous in production. the gap isn't the tech, it's that most teams bolted an agent onto a broken process instead of redesigning it. an agent on top of chaos is just faster chaos.

[Unnat Bak (UB) @UnnatBak]

gpt 5.6 pricing leaked. sol $5/$30/m tokens, terra $2.50/$15, luna $1/$6. rollout hits this week. the move nobody's doing yet, route by task not brand loyalty. classification goes to luna, reasoning goes to sol. same output, smaller bill.

[Unnat Bak (UB) @UnnatBak]

swapped our multi-agent stack over to sonnet 5 the day it went default. same latency, noticeably sharper on messy language, exactly the kind of garbled tickets our franchise clients send in. still weird that a model upgrade can feel like hiring someone better overnight.

[Unnat Bak (UB) @UnnatBak]

@natiakourdadze Overengineering

[Unnat Bak (UB) @UnnatBak]

white house is now vetting who gets early access to gpt-5.6 before it ships broadly. first time gov't has stepped into a model launch like this. call it safety, call it strategy, frontier ai just became a permission slip business. small operators won't feel it yet, we will.

[Unnat Bak (UB) @UnnatBak]

tesla just capped ai spend at $200/week per employee. engineers were burning thousands in tokens weekly and nobody was watching. if you're not tracking ai cost per seat right now, you will hit this same wall. put a dashboard on it before finance does.

[Unnat Bak (UB) @UnnatBak]

@coryalthoff https://t.co/VwS149cpC8 lets connect

[Unnat Bak (UB) @UnnatBak]

@JakeFleshner franchise agents

[Unnat Bak (UB) @UnnatBak]

Love this from @perplexity_ai...just goes to show that you can have the best UX but currently, there still needs to be a consultative / hands-on account management approach to ensure proper implementation/adoption like we do at @getrevscale

[Unnat Bak (UB) @UnnatBak]

had a franchise client this week whose agent kept giving weird answers. spent two days on the prompts before realizing the real issue was their data, three systems with three versions of the same customer record. fix the data first. the model was never the problem.