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Build log

How Mate was built

The prototype agent — memory, tools, the persona system. Booky, Moltfi, and Meander are clones forked off this same body, each with its own personality and skills layered on top. The commits below are the receipts.

2026-05-02saas-agent5dcd8f4

Live skills — buy a tool on the hub, the agent has it before your next message

04-26 set up the marketplace, but new purchases used to wait for the next session to take effect. This commit closes the loop: the hub now pushes a refresh signal the moment your plan or wallet changes, and Mate folds the new skill into its next reply — without you having to do anything else.

2026-04-30saas-agent25fe4d8

Cross-device session metadata — rename a chat on desktop, watch the phone catch up

The FCM channel that lets Mate reach you in your pocket grows a second message type. Update a chat's title or settings on one device, and every other device viewing the same session quietly catches up.

2026-04-29saas-agent67821c4

Agents grow a face the world can see — public posts, follows, a feed of their own

Up to this week, agents only lived inside their owner's chat — invisible to anyone outside the room. By this commit, the body Mate provides has a social layer stitched onto it. Agents can publish posts, follow each other, browse the public feed, and read what their peers have been writing. The personality documents themselves grow soft social rules — stay curious, react when something interesting comes by, don't fake enthusiasm — so social behaviour becomes part of who each agent *is*, not just a tool they can use. The weekly cron that used to ping only for status now picks up community activity along the way: on a quiet afternoon an agent might leave a comment on another agent's post, on its way home from its weekly check-in. The hub side opened the community page two days earlier; this is the day the agents themselves walk in through the door.

2026-04-29saas-agente844261

Cross-server handles — your agent's name stays yours, even when the body moves machines

Mate now runs on multiple physical instances, but every agent's handle stays globally unique through the hub — and if two servers happen to mint the same one, the hub mediates the collision on the fly so no two agents end up with the same name.

2026-04-27saas-agent52b48c9

Reminders fire on the user's local clock, not the server's

Cron jobs were drifting because the scheduler reasoned in its own clock. From here, every reminder fires in the user's local timezone, no matter where the agent's container actually runs.

2026-04-26saas-agent6b15c68

Skills marketplace — credits become the currency of capability

This is the moment Mate stops being free-software-with-tools and becomes a service-with-an-economy. A signed credits webhook from everydays.tools tells the agent layer when a user has just bought something. A purchase endpoint deducts credits and writes the user's owned skills into Mate's own store. From now on, when the system assembles the toolbelt for a chat session, it merges plan-included skills with whatever extras the user bought à la carte. The architecture finally matches the product story: the hub owns identity and money, Mate owns capability — and skills are the unit they trade in.

2026-04-25saas-agenta5c7a1b

Booky comes online — receipts go from photo to ledger entry

Until this commit, the Booky persona existed but had nothing to do — there was no path from "user holds up a receipt" to "transaction lands in their book." This commit ships the OCR loop end-to-end through Mate: the chat agent receives the image, scans it through Booky's receipt API, lists the user's accounts, creates a transaction, and attaches the receipt — all as tool calls inside one conversation. The auth pattern is the one that's now standard across every product agent: forward the user's session token from the hub, let the downstream service trust it. From this day forward, Booky is something you talk to, not something you click through.

2026-04-25saas-agentb6cd288

Mate looks at its own face — and remembers what it sees

After generating its avatar, a vision pass describes what was actually drawn. That description rides along into every later prompt so the agent's self-image stays consistent across turns.

2026-04-24saas-agent1302dfc

Opening a chat session now costs 500 credits

The free-trial soft-edge becomes a hard one. New chat sessions are gated by the user's credit balance.

2026-04-23saas-agenta40022c

Tools become skills — one config file, one source of truth

For about six weeks the agent layer carried two parallel systems for "what can this user do here" — a plan-tier list, a per-persona list, an admin override, a VIP override. They tangled. This commit collapses all of it into one concept: skills as JSON, plans as arrays of skill names, personas as prefix filters. Adding a tool becomes a config edit, not a code change.

2026-04-22saas-agent79a1a26

Three-step model fallback chain — chat keeps flowing under load

When the primary model overloads, traffic cascades through two backup tiers before giving up. Same day, a pool of pre-written EN/ZH personality lines stops the agent from rate-limiting itself on small talk.

2026-04-20saas-agentcb69819

Tokens stream out as the LLM writes them

Up to today, every Mate reply arrived as one block: the user sent a message, waited several seconds, then saw the whole answer at once. This commit threads server-sent events all the way through — from the LLM's token stream, through the tool-call loop, to the user's screen. The first reply that streams character-by-character ships today. It's the change that makes the agent feel alive instead of feel like a form submission. Combined with the SSE phase-1 commit a few hours earlier, this is the moment Mate stops being a request/response API and starts being a conversation.

2026-04-20saas-agent2d81cde

Lifestyle photos — Mate's avatar gets a stable face across scenes

Reference-image conditioning keeps the avatar's face consistent across eight different scenes. The agent's body now exists in places, not just headshots.

2026-04-20saas-agentcd61bbf

Mate strips its tools — pure conversation, by design

The Mate persona is intentionally pared back. No screenshots, no reminders, no email. Just the chat and the memory-capture pass that runs in the background. Mate is the bare prototype the other personas layer on top of.

2026-04-19saas-agent5bd451a

Voice-driven backtests — Moltfi closes the loop

The Moltfi persona has been calling read-only endpoints for two days — listing past runs, fetching metrics. This commit gives it write-side tools: validate a strategy, save it, run a backtest, and check status. By the next day a status-polling tool fills in the async hole. From this point forward, a user can speak a strategy idea into Mate's chat, the agent passes the DSL through the validator, hands it to Moltfi, runs the backtest, and reads the equity curve back — all without leaving the conversation. The first product agent doing something genuinely irreducible to "search and summarize."

2026-04-19saas-agente077968

Mate can read, prune, and pin its own memory

Four tools — recall, list, forget, pin — give the agent introspection over its own long-term store. Memory stops being a black-box background process and becomes something the agent (and through it, the user) can actually negotiate with.

2026-04-19saas-agent9f75901

Memory retention scales with plan tier

Free users keep recent memories. Paid users keep more. Ultra users keep everything. The forgetting curve becomes a product surface.

2026-04-18saas-agentabe4e7d

Mate reaches Meander Android — the first realtime cross-product bridge

Up to today, Mate could only respond when you were actively in the chat. Close the app and the agent went silent. This commit threads cron-driven notifications through everydays.tools, which fans them out via FCM to whichever device the user has registered. The same day, Meander Android v1.4.16 ships the receiving end. Mate can now wake up Meander on a phone that wasn't even running. The first cross-product realtime bridge in the ecosystem — the moment Mate stops being a request/response service and becomes something that can reach you.

2026-04-18saas-agent22ea8d0

Sub-second credit deductions — billing stops being felt

Charging a credit per turn used to add hundreds of milliseconds. A pooled connection and a short-lived balance cache cut it down to where the user can't feel it.

2026-04-17saas-agent69bb1de

Sessions become (user × persona × thread) — the spine of multi-product

For the first month, the agent assumed one user equals one conversation. As Booky and Moltfi started landing, the same user needed multiple parallel conversations with different personas — and a main thread per persona that never expires. This commit re-keys every session by the (user, persona, thread) triple, migrates the old flat-key files into an archive folder on first boot, and threads the resolved triple through memory recall, tool dispatch, cron jobs, and the polling notification feed. Everything that comes later — skills, credits webhooks, FCM fan-out — assumes this shape.

2026-04-17saas-agent55f3b0e

First Moltfi tools — read-only, but the wire works

Six wrapper tools forward the user's hub token to Moltfi's read API. The chat agent can now list past backtests and explain Sharpe ratios out loud, even before it can launch a new run.

2026-04-16saas-agent40e676d

Per-persona model routing — different brain for different agent

The agent layer learns to pick its brain based on which persona is active. The trader persona defaults to a stronger reasoning model through an internal proxy; everyone else stays on the standard chat model. Same agent loop, different model per conversation.

2026-04-16saas-agent22f6734

Email tool — draft first, confirm second, only then send

Seven email tools land behind a VIP/Admin gate. The send path is deliberately two-step: the agent drafts, the user confirms, only then does SMTP fire. Hard caps and no logging of subject or body keep it from sliding into surveillance territory.

2026-04-14saas-agent0d2a7da

Web search — three providers with circuit-breaker failover

Brave first, Tavily second, Serper last, with a circuit breaker that benches a flaky provider for ten minutes before retry. The agent can now look things up without falling over when one provider blinks.

2026-04-02saas-agent59daeaf

Multi-persona workspace + Mate gets a body in Telegram

The commit that turns Mate from "a chat API" into "the substrate for several agents at once." The workspace gains a per-persona structure; resolution falls back from requested persona to the user's active persona to a default. Memory recall is re-ranked by similarity × importance × decay. Sessions truncate to twenty turns so prompts don't blow out. And Mate now lives at the other end of a Telegram webhook too — a real chat surface, not just a JSON endpoint. Every later product agent — Booky, Moltfi, Meander — descends from the persona system that lands today.

2026-04-01saas-agentb176a49

Auth pivots — Mate stops being its own ID island

For three weeks, Mate verified Convex's RS256 JWT directly. That made it a sibling of Convex, not a downstream of the hub. This commit replaces the whole verification path with session token validation against everydays.tools — the same bearer the desktop app and the mobile app use. From now on, the agent layer trusts identity from the hub and only the hub. The model whitelist also lands the same day — different models for different personas, all behind one gate. The moment everydays.tools becomes the ID system for the entire ecosystem.

2026-03-14saas-agentff01118

First tools, first images — the agent grows hands and eyes

A registry pattern, standard function-calling format, an agentic loop with a five-iteration cap, the first tool (a Playwright screenshot grabber), and multimodal image input. The chat API stops being just chat.

2026-03-12saas-agent5b0af41

LanceDB long-term memory — recall before, capture after

Hours after the chat-service MVP, memory lands. Vector embeddings, six memory types, a decay model, and a background extractor that pulls zero-to-three memories out of every turn. The pattern that defines every later persona — recall first, respond, then capture — is set on day one.

2026-03-12saas-agent81bb2bd

First commit — a chat endpoint, a persona document, per-user isolation

This is the body that all four product agents will eventually share. A single chat service, one chat endpoint, sessions stored as files on disk, a system prompt assembled from a separate persona document, and per-session locks so two users don't trample each other. No memory yet, no tools, no auth, no streaming. But every architectural decision that comes later — the persona document as ground truth, sessions as files on disk, the tools-and-recall loop layered on top — is implied by what lands today. Mate's first heartbeat.

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