Tokens-ka Ha Gubin! Sida Loo Yareeyo Usage-ka Codex, Claude Code & Cursor

Videogan waxaan kaga hadlayaa usage-ka iyo sida aan tokens-ka u yareeyay anigoon shaqada joojin. Qorshaha Max ee ugu sarreeya ayaan ku jiraa, waxaanan idin tusayaa farqiga u dhexeeya session-ka shanta saac iyo kan isbuucleh, iyo sida habeen aan kumbuyuutarka daayo uu weekly-ga oo dhan u gubi karo. Shaqooyinka waxaan ku maareeyaa board Notion ah ee shaqo kastaa ku qoran tahay heerkeeda, waves-keeda iyo mudnaanteeda. Fable waxaan uga dhigay orchestrator oo shaqada u dira Opus iyo Sonnet. Qaladkaygii wuxuu ahaa inaan shan sub-agent oo Fable ah halmar kiciyo, halkaas ayaa isticmaalkaygii ku dhammaaday.

Waxa labaad ee lacagta cuna waa effort-ka. Ultra-hu saddex laab ayuu tokens-ka ka isticmaalaa, sidaas darteed waxaan u dhaxeeyaa medium iyo high: medium-ka shaqada caadiga ah, high-gana marka aan is idhaahdo tanu waxay u baahan tahay fikir dheeraad ah. Fast-ka ha isku saarin, laba laab ayuu ku qaadayaa, aniguna speed real ah kuma arag. Casharka ugu weyn waa verification-ka: waan joojiyay si aan waqti u badbaadiyo, natiijaduna waxay noqotay in agent-ku yidhaahdo waa dhammaaday isagoon waxba tijaabin, isbuuc buuxana waan lumiyay. Ha joojin, wuxuu hubiyaa inta badan, adna waxaad ilaalisaa tobanka boqolkiiba ee edge cases-ka.

Hal project haddaad ku shaqaynayso waad ku xayirmaysaa. Aniga saddex project ayaa mar walba ii furan, mid walbana agent-yo shaqaynaya ayaa ku jira, sidaasna babysitting-ga waan uga baxsanayaa. Waxaan sidoo kale isku xiray Codex iyo Claude Code si midba midka kale shaqadiisa u hubiyo. Talooyinkan wixii ku anfaca ka qaado, adiguna sidaad wax u maaraynayso iigu sheeg qaybta comments-ka. Aad baad u mahadsantihiin.

A 23-minute Somali-language (Af-Soomaali) walkthrough from Dugsiiye on how to stop burning tokens across Codex, Claude Code and Cursor. Mohamed starts with how usage actually works, the five-hour window versus the weekly one, and how a single overnight run can eat a whole week. He then shows his Notion task board, the orchestrator pattern where the top model only plans and delegates to cheaper agents, and how the effort level changes the bill: Ultra reasoning triples token use, the speed mode doubles it for no real gain, and medium covers most work. He explains the verification mistake that cost him a week, the ninety-ten split between agent testing and your own checks, running three projects at once instead of babysitting one, and wiring Codex and Claude Code to check each other. Free on YouTube.