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Notes from the inference account.

Engineering notes and product changes. Older posts carry a current-facts banner because prices and plans change.

Product · 27 Oct 2026

Fikra API is now one agent-native inference account

Prepaid for new accounts, existing subscriptions honored, Paystack unchanged, and one clear definition of the product.

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Engineering · 27 Oct 2026

Streaming, budgets and receipts for agents

The agent chat endpoint now streams, keys can carry daily or monthly caps, and every call can be reconciled to a receipt.

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Security · 27 Oct 2026

Signup abuse, and what we changed

Fake accounts, bounces, proof-of-work and automatic source blocks.

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Benchmark · 27 Oct 2026

Fikra Eval 500: 11 open models ranked

MiMo leads at 80.4. Extraction is the weak category. Step 5 is still a failure.

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Product · 2 Nov 2026

Checkout is now card or mobile money, charged in KES

Apple Pay and USD card checkout are retired. Both remaining methods are charged in KES at KES 133 = $1 and credit the USD wallet.

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2026-11-04

Cached input is cheaper now. Public stats are live.

Cached-input prices for every DeepSeek route now sit at the 20% margin floor, and /stats publishes measured reliability, latency and cache hit rates.

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2026-10-31

Agent-native inference: how agents open, fund and audit their own infrastructure

Why API key provisioning is friction, and how delegated accounts, quotes, budgets and receipts let an agent work without a human in the loop.

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2026-10-31

MCP servers for AI agents: how agents discover and execute tools

How MCP works, how it differs from REST and A2A, and how Fikra exposes 65 tools over one JSON-RPC endpoint.

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2026-10-31

Give your agent an account, not a credit card

How an AI agent opens a Fikra API account for a human, funds it with a checkout link, an M-Pesa prompt or a saved card, and hands over ownership.

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2026-10-25

Model settings update: larger output budgets and corrected context windows

We corrected the context windows and maximum output budgets for the DeepSeek, GLM, Kimi, Qwen and MiMo lanes. The gateway now reads these limits from the model registry on every request, so large max_tokens requests are no longer clamped by a stale default.

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2026-10-22

Token limits removed for paid accounts

Yesterday paid accounts got 20M tokens per minute and 1B per day. As of today the token counters are off: the only metered numbers are requests per minute and requests per day.

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2026-10-21

Cache by default, audio in chat, and a hard look at what we verified

Response caching now runs by default on deterministic requests, audio rides into any chat model via server-side transcription, and we publish the results of our own limits stress test: 58M tokens in minutes, no throttling. Plus what is next.

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2026-06-11

Claude Fable 5: The Costly Trap for Everyday SaaS Apps

Claude Fable 5 and Mythos 5 are engineering marvels, but at $50 per million output tokens, they are financial suicide for standard SaaS production workloads.

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2026-06-11

5 Best OpenAI Alternatives for African Developers (2026)

Tired of credit card declines and aggressive $20 minimum top-ups? Here is an honest, benchmarked breakdown of the top inference APIs built for regional access.

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2026-06-10

Why Global APIs Fail African Companies

Discover how currency fluctuations, dollar-denominated billing blocks, and high-latency round-trip hops over Western servers throttle local developer momentum.

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2026-06-10

Building Swahili AI: Technical Deep Dive

A technical look under the hood at tokenization inefficiencies, colloquial language mappings (Sheng), and Swahili LLM fine-tuning structures.

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