services/agents/src/reply.ts · flagon-io/g1t

.prepare(`${selectAgents("a.workspace_id = ?3 AND a.archived_at IS NULL AND a.id <> ?4 AND a.scope = 'workspace'")} ORDER BY a.builtin DESC, a.handle LIMIT 50`)

89

.bind(...periods(now), workspaceId, selfId)

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.all<Row>(),

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teamsOf,

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]);

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return rows.results.map((row) => {

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const agent = toAgent(row, now);

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return {

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handle: agent.handle,

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display_name: agent.display_name,

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role: agent.role,

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title: agent.title,

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teams: onTeams.get(agent.id) ?? [],

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responsibilities: agent.responsibilities,

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status: agent.status,

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spent_month_micros: agent.spent_month_micros,

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monthly_micros: agent.budget.monthly_micros,

};

});

}

/** The agent's latest sessions in this conversation, one line each. */

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async function sessionsHere(db: D1Database, agentId: string, channelId: string): Promise<string | null> {

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const rows = await db

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.prepare(

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"SELECT id, title, status, summary, created_at FROM agent_sessions WHERE agent_id = ? AND channel_id = ? AND parent_id IS NULL ORDER BY created_at DESC LIMIT 5",

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)

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.bind(agentId, channelId)

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.all<{ id: string; title: string; status: string; summary: string | null; created_at: string }>();

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if (!rows.results.length) return null;

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return rows.results

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.map((s) => `- "${s.title}" (${s.status}, ${s.created_at.slice(0, 10)})${s.summary ? `: ${s.summary.replace(/\s+/g, " ").slice(0, 300)}` : ""}`)

.join("\n");

}

/**

* Consulting a colleague:

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* the colleague answers in a nested turn that posts nothing, with the same

126

* audience (so it can read no more than the conversation may), the same

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* asker, one hop further, its own routing limits, on the same model

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* session, billed to this reply. A compact card in the thread says who

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* asked whom. Consults don't nest: the colleague can't consult in turn.

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*/

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function consulting(input: {

db: D1Database;

row: Row;

delivery: DeskWork;

send: Send;

policy: Policy;

ownModel: boolean;

sessionModel: string | null;

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own: string | null;

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ports: (consult: ToolPorts["consult"]) => ToolPorts;

hops: number;

now: Date;

surface: Surface;

asker: { name: string; display_name: string | null; access: NonNullable<AgentDelivery["asker"]> | null };

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spent: { tokens: Tokens; cost: number };

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}): { ask: ToolPorts["consult"]; attach(box: ToolBox): void } {

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let parent: ToolBox | null = null;

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const noNesting: ToolPorts["consult"] = async () => ({ ok: false, message: "Consults don't nest: answer with what you have." });

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const ask: ToolPorts["consult"] = async (handle, question) => {

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const { row, delivery } = input;

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const colleague = await input.db

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.prepare("SELECT * FROM agents WHERE workspace_id = ? AND handle = ? AND archived_at IS NULL AND scope = 'workspace'")

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.bind(row.workspace_id, handle)

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.first<Row>();

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if (!colleague || colleague.id === row.id) return { ok: false, message: `There is no other agent called @${handle} here.` };

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// No ping-pong: never back to the agent that sent this work.

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if ((delivery.chain ?? []).at(-1) === colleague.id) return { ok: false, message: `@${handle} sent you this work; answer with what you have.` };

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if (input.hops + 1 > CHAT_MAX_HOPS) return { ok: false, message: "This request has been passed along too many times; answer with what you have." };

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const definition = definitionOf(colleague);

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const allowed = allowedProviders(definition.routing, input.own);

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if (input.ownModel ? !allowed.own : !allowed.hosted) return { ok: false, message: `@${handle} can't use the model this conversation runs on.` };

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const model = replyModel(

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input.policy,

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{ ...definition.routing, pinned: input.ownModel ? definition.routing.pinned : null },

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{ named: input.ownModel ? input.sessionModel : null },

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);

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const tools = parent

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? parent.forColleague(input.ports(noNesting), { agentId: colleague.id, notConsult: [colleague.handle, row.handle], hops: input.hops + 1, maxHops: input.hops + 1 })

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: null;

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const system = systemPrompt({

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agent: { ...definition, id: colleague.id },

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workspace: delivery.workspace,

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channel: { kind: delivery.channel_kind, name: delivery.channel_name },

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asker: input.asker,

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today: input.now,

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tools: tools ? { code: tools.definitions().some((tool) => tool.name === "read_file") } : null,

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consultedBy: row.handle,

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});

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const result = await runTurn(input.send, {

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model: model.model,

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system,

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messages: [{ role: "user", content: `@${row.handle} (agent) asks you: ${question}` }],

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tools,

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price: input.ownModel ? null : model.price,

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});

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input.spent.tokens = addTokens(input.spent.tokens, result.tokens);

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input.spent.cost += input.ownModel ? 0 : result.cost;

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const answer = result.text || "(no answer)";

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const exchange = `Q: ${question}\nA: ${answer}`;

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// The exchange, collapsed, in the thread. No @ in its text: it wakes nobody.

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await input.surface

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.post(`${row.display_name} asked ${colleague.display_name}`, {

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kind: "consult",

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title: `${row.display_name} asked ${colleague.display_name}`,

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detail: exchange.length > 1000 ? `${exchange.slice(0, 1000)}…` : exchange,

state: null,

href: null,

})

.catch((error: unknown) => console.error("agents: a consult card was not posted", String(error)));

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return { ok: true, colleague: colleague.handle, answer };

};

return {

ask,

attach(box) {

parent = box;

},

};

}

type Outcome = {

status: "replied" | "steered" | "blocked" | "skipped" | "failed";

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error?: string | null;

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reply_id?: string | null;

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model?: string | null;

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tier?: string | null;

tokens?: Tokens;

cost?: number;

charged?: number;

/** The effort level it ran at. */

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effort?: string | null;

};

/**

* What a desk is handed: a message to answer, or (`hello`) the agent's

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* first message to the person who made it, in the DM that just opened.

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*/

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export type DeskWork = AgentDelivery & { hello?: boolean };

228

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/** How a limit's refusal reads in chat, in the agent's voice. */

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function noticeFor(reason: string, message: string): string {

231

if (reason.startsWith("budget_") || reason === "workspace_agent_budget" || message.startsWith("My settings") || message.startsWith("I ")) return message;

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if (reason === "no_model") return `I can't reply yet: ${message}`;

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return `I can't reply right now: ${message}`;

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}

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/** The session a message in this thread is for: a reply under one of this agent's session cards. */

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async function steeredSession(db: D1Database, agentId: string, threadRoot: string | null): Promise<SessionRow | null> {

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if (!threadRoot) return null;

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const found = await db.prepare("SELECT id FROM agent_sessions WHERE agent_id = ? AND card_message_id = ?").bind(agentId, threadRoot).first<{ id: string }>();

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return found ? sessionRow(db, found.id) : null;

}

/**

* Answers `delivery` as its agent. Never throws: every way it ends is

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* recorded on the reply's row. A message handed over twice is answered

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* once.

247

*/

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export async function reply(env: ReplyEnv, delivery: DeskWork, now = new Date()): Promise<void> {

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const db = env.DB;

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const row = await db.prepare("SELECT * FROM agents WHERE id = ?").bind(delivery.agent_id).first<Row>();

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if (!row || row.archived_at || row.workspace_id !== delivery.workspace_id) return;

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const id = newId("arp", now.getTime());

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const claimed = await db

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.prepare(

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`INSERT INTO agent_replies (id, agent_id, workspace_id, channel_id, message_id, asked_by, asked_by_username, channel_name, agent_version, status, created_at)

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VALUES (?, ?, ?, ?, ?, ?, ?, ?, ?, 'working', ?)

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ON CONFLICT (agent_id, message_id) DO NOTHING RETURNING id`,

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)

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.bind(id, row.id, row.workspace_id, delivery.channel_id, delivery.message_id, delivery.asked_by, delivery.asker?.username ?? null, delivery.channel_name, row.version, now.toISOString())

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.first<{ id: string }>();

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if (!claimed) return;

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const surface = surfaceFor(env.CHAT, delivery);

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// 👀 as soon as the desk has it, while everything else goes on.

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const acknowledging = surface.acknowledge();

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const slug = delivery.workspace.toLowerCase();

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// What the answer used, once there is one: counted however the reply ends.

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let usage: Partial<Outcome> = {};

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// What the tools did, for the audit table, and who the audience was.

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let toolCalls: ToolCall[] = [];

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let audienceHash: string | null = null;

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const finish = async (outcome: Outcome) => {

const statements = [

db

.prepare(

`UPDATE agent_replies SET status = ?, error = ?, reply_id = ?, model = ?, tier = ?, input_tokens = ?, output_tokens = ?,

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cost_micros = ?, charged_micros = ?, tool_count = ?, finished_at = ?, effort = ? WHERE id = ?`,

)

.bind(

outcome.status,

outcome.error?.slice(0, 1000) ?? null,

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outcome.reply_id ?? null,

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outcome.model ?? null,

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outcome.tier ?? null,

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(outcome.tokens?.input ?? 0) + (outcome.tokens?.cacheRead ?? 0) + (outcome.tokens?.cacheWrite ?? 0),

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outcome.tokens?.output ?? 0,

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outcome.cost ?? 0,

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outcome.charged ?? 0,

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toolCalls.length,

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new Date().toISOString(),

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outcome.effort ?? null,

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id,

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),

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// Every tool call: what was asked, for whom, and whether it was read or withheld.

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...toolCalls.map((call, n) =>

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db

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.prepare(

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`INSERT INTO agent_tool_calls (id, reply_id, agent_id, workspace_id, asked_by, tool, args, audience_hash, outcome, bytes, created_at)

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VALUES (?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?)`,

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)

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.bind(`${id}_${n}`, id, row.id, row.workspace_id, delivery.asked_by, call.tool, call.args, audienceHash ?? "", call.outcome, call.bytes, now.toISOString()),

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),

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];

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await db.batch(statements);

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// ✅ when it answered; 👀 taken back after a notice, an apology or nothing.

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await acknowledging;

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await surface.settle(outcome.status === "replied" || outcome.status === "steered" ? "done" : "withdrawn");

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};

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/** Says once, in this conversation, why the agent cannot answer; a repeat within hours is kept back. */

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const notice = async (message: string, reason: string) => {

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// An agent's first words are never an excuse: without a model, a fixed hello.

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if (delivery.hello) {

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const posted = await surface.post(fixedHello(row, delivery.asker?.username ?? null)).catch(() => null);

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return await finish({ status: "blocked", error: reason, reply_id: posted });

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}

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const since = new Date(now.getTime() - NOTICE_QUIET_MS).toISOString();

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const recent = await db

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.prepare(

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`SELECT 1 FROM agent_replies WHERE agent_id = ? AND channel_id = ? AND status = 'blocked' AND error = ?

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AND reply_id IS NOT NULL AND created_at > ? AND id <> ? LIMIT 1`,

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)

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.bind(row.id, delivery.channel_id, reason, since, id)

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.first();

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const posted = recent ? null : await surface.post(message).catch(() => null);

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await finish({ status: "blocked", error: reason, reply_id: posted });

};

try {

// A reply under one of its session cards steers that session; nothing is answered here.

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const steered = delivery.hello ? null : await steeredSession(db, row.id, delivery.thread_root);

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if (steered) {

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const history = await surface.history(HISTORY_LIMIT).catch(() => [] as SurfaceMessage[]);

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const message = history.find((m) => m.id === delivery.message_id);

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if (message?.body.trim()) {

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await steer(env as unknown as SessionEnv, steered, message.author.name, message.body);

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return await finish({ status: "steered" });

}

}

// Read the conversation while showing that the agent is on it.

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// A hello has no conversation yet: it is asked to introduce itself.

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// And who is here: said every turn, so the agent knows who reads it and who doesn't.

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// And its teams, from their pages: who leads, who owns what, who is around.

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const [, history, conversationHere, teamsHere] = await Promise.all([

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surface.typing(),

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delivery.hello ? Promise.resolve([]) : surface.history(HISTORY_LIMIT),

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delivery.hello ? Promise.resolve(null) : surface.conversation(),

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loadTeams(env, slug, row.workspace_id, { id: row.id }).catch(() => null),

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]);

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// A personal agent answers only its member, in the DM of the two of them (access.ts).

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const refused = personalRefusal(row, {

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asked_by: delivery.asked_by,

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channel_kind: delivery.channel_kind,

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members: conversationHere ? conversationHere.people + conversationHere.agents : null,

358

});

359

if (refused) return await notice(refused, "personal_agent");

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const conversation = delivery.hello ? [{ role: "user" as const, content: helloAsk(delivery.asker?.username ?? null) }] : turns(history, row.id);

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if (!conversation.length) return await finish({ status: "skipped", error: "nothing to answer" });

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const author = askerIn(history, delivery);

363

const askerName = delivery.asker?.username ?? author?.name ?? null;

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// Every agent knows its colleagues; @g1t also steps up a tier to decide

365

// who gets the work in a long thread.

366

const specialists = await team(db, row.workspace_id, row.id, now, teamsOfAgents(env, slug));

367

const definition = definitionOf(row);

368

// Its effort setting decides where the reply starts and how hard the model reasons.

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const plan = effortPlan(effortOf(definition.routing), row.builtin ? orchestratorTier(history.length, specialists.filter((a) => a.handle !== "g1t").length) : REPLY_TIER);

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const hops = Math.max(0, Math.floor(delivery.hops || 0));

371

const chain = delivery.chain ?? [];

372

const sender = chain.length ? await db.prepare("SELECT handle FROM agents WHERE id = ?").bind(chain[chain.length - 1]).first<{ handle: string }>() : null;

373

const asker = { name: askerName ?? "someone", display_name: author?.display_name ?? null, access: delivery.asker ?? null };

374

let posted: string | null = null;

375

let spinOffs = 0;

376

377

const done = await metered(env, { row, payer: row, slug, task: "reply", start: plan.start, effort: plan.level, askerName, person: delivery.asker?.username ?? null, teams: teamsHere }, async (model) => {

378

// What colleagues consulted along the way used: billed to this reply.

379

const consulted = { tokens: NO_TOKENS, cost: 0 };

380

let toolbox: ToolBox | null = null;

381

let place: RecallPlace = { channel_id: delivery.channel_id, kind: delivery.channel_kind === "dm" ? "dm" : "private", people: [delivery.asked_by] };

382

if (!delivery.hello) {

383

try {

384

const audience = await Audience.build(slug, delivery.asked_by, audiencePorts(env, slug, delivery.channel_id));

385

place = { channel_id: delivery.channel_id, kind: audience.kind, people: audience.shared ? [delivery.asked_by] : audience.members.map((m) => m.id) };

386

const ports = (consult: ToolPorts["consult"]) => toolPorts(env, slug, row.workspace_id, delivery.channel_id, consult, row.id);

387

audienceHash = audience.hash;

388

const consult = consulting({

db,

row,

delivery,

send: model.send,

policy: model.policy,

394

ownModel: model.ownModel,

395

sessionModel: model.sessionModel,

own: model.own,

ports,

hops,

now,

surface,

asker,

spent: consulted,

});

const where = delivery.channel_kind === "dm" ? "a direct message" : `#${delivery.channel_name ?? "a channel"}`;

405

const actions = actionPorts(env as unknown as SessionEnv, {

406

agent: row,

407

place,

408

source: { kind: "message", ref: delivery.message_id, label: askerName ? `@${askerName} in ${where}` : where, channel_id: delivery.channel_id },

409

asker: { id: delivery.asked_by, username: askerName },

410

workspace: slug,

411

postCard: (card) => surface.post("", card).catch(() => null),

412

// Real work becomes a session, with its card in this conversation.

413

spinOff: async (title, goal) => {

414

if (spinOffs >= MAX_SPIN_OFFS) return { ok: false, message: "You've started enough sessions from this message." };

415

spinOffs++;

416

const session = await startSession(env as unknown as SessionEnv, {

agent: row,

kind: "chat",

title,

goal: `${askerName ? `@${askerName}` : "Someone"} asked in ${where}:\n\n${goal}`,

421

workspace: slug,

422

channel_id: delivery.channel_id,

423

channel_kind: delivery.channel_kind,

424

channel_name: delivery.channel_name,

425

thread_root: delivery.thread_root,

426

message_id: delivery.message_id,

427

asked_by: delivery.asked_by,

428

asked_by_username: askerName,

429

asker: delivery.asker ?? null,

chain: [...chain],

hops,

});

const cap = session.cap_micros ? ` with a cap of ${dollars(session.cap_micros)}` : "";

434

return { ok: true, message: `Started the session "${session.title}"${cap}. Its card is in the conversation and it reports back there. Tell them in a sentence; don't do the work here.` };

435

},

436

});

437

// Work handed to a colleague: the only way an agent gets another working (handoff.ts).

438

const viewer = audience.asker;

439

actions.handOff = handOffPort({

440

self: { id: row.id, handle: row.handle },

441

chain,

442

asker: delivery.asker ?? null,

443

agent: async (handle) => {

444

const found = await db

445

.prepare(selectAgents("a.workspace_id = ?3 AND a.handle = ?4 AND a.archived_at IS NULL AND a.scope = 'workspace'"))

446

.bind(...periods(now), row.workspace_id, handle)

447

.first<Row>();

448

if (!found) return null;

449

const agent = toAgent(found, now);

450

return { id: agent.id, handle: agent.handle, display_name: agent.display_name, builtin: !!found.builtin, status: agent.status };

451

},

452

person: async (handle) => {

453

if (!viewer) return false;

454

const members = await identityClient(env.IDENTITY).listMembers(slug, viewer);

455

return members.ok && members.value.some((m) => m.username.toLowerCase() === handle);

456

},

457

handOff: (colleagueId, brief) => surface.handOff(colleagueId, brief),

458

});

459

toolbox = new ToolBox(

460

audience,

461

ports(consult.ask),

462

{ agentId: row.id, notConsult: [row.handle, ...(sender ? [sender.handle] : [])], hops, maxHops: CHAT_MAX_HOPS },

[],

actions,

);

consult.attach(toolbox);

467

} catch (error) {

468

// Without an audience nothing may be read: the reply goes on with this conversation only.

469

console.error("agents: no audience for a reply, so no tools", row.id, String(error));

470

}

471

}

472

// What people said last, for recalling what the workspace's artifacts say about it.

473

const said = [...history].reverse().filter((m) => m.author.kind === "user").slice(0, 3).map((m) => m.body);

474

const [facts, recent, passages, shelf] = delivery.hello

475

? [[], null, [], []]

476

: await Promise.all([

477

recall(db, row.id, place).catch(() => []),

478

sessionsHere(db, row.id, delivery.channel_id).catch(() => null),

479

toolbox ? toolbox.recall(recallQuery(said), definition.reading ?? []) : Promise.resolve([]),

480

// Its skills: named in the prompt, read with use_skill (skills.ts).

481

toolbox ? loadShelf(db, row.workspace_id, { id: row.id, skills_off: definition.skills_off }, teamSlugs(teamsHere)) : Promise.resolve([]),

482

]);

483

toolbox?.useShelf(shelf, (skillId, version) => readVersion(db, skillId, version));

const system = [

systemPrompt({

agent: {

...definition,

id: row.id,

teams: teamsHere?.teams.map((t) => t.name) ?? [],

490

// @g1t's job is fixed; what the workspace wrote is added to it.

491

instructions: row.builtin ? orchestratorInstructions(specialists.filter((a) => a.handle !== "g1t"), definition.instructions) : definition.instructions,

492

},

493

workspace: delivery.workspace,

494

channel: { kind: delivery.channel_kind, name: delivery.channel_name },

495

asker,

496

today: now,

497

tools: toolbox ? { code: toolbox.definitions().some((tool) => tool.name === "read_file") } : null,

498

// @g1t's team is in its job; everyone else is told who their colleagues are.

499

colleagues: row.builtin ? null : rosterLines(specialists),

500

recentSessions: recent,

501

conversation: conversationHere,

502

teams: teamsSection(row.id, teamsHere, now),

503

canHandOff: !!toolbox?.definitions().some((tool) => tool.name === "hand_off"),

504

handedOffBy: sender?.handle ?? null,

505

skills: skillsSection(shelf, toolbox?.definitions().map((tool) => tool.name) ?? []),

506

}),

507

memorySection(facts),

508

recallSection(passages),

]

.filter(Boolean)

.join("\n\n");

toolCalls = toolbox?.calls ?? [];

513

const answer = await runTurn(model.send, { model: model.model.model, system, messages: conversation as ModelMessage[], tools: toolbox, price: model.ownModel ? null : model.model.price, effort: model.effort });

514

// Post as soon as there is an answer; the bill is settled after.

515

// It wakes nobody, @mentions or not: colleagues get work only through hand_off.

516