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usage, gateway, gui: a reply that reasoned is timed by its answer, from its first text, not by all its output from its first token (tony on Discord #general: Usage › Requests read "gpt-6.1-sol 163 token/秒 · 8,036 个请求 · 首字 14 秒" and asked whether subagents were added up) — speed was every output token over the time after the first content (text, reasoning or a tool call). Output counts the reasoning, and a model whose reasoning is hidden (OpenAI's encrypted reasoning, a summary sent when it is done, Claude's omitted thinking) writes it before the stream shows anything, inside the TTFT; so a 2,000-token think and a 200-token answer over the 1.5 s after the first token read 2,200 in 1.5 s, 1,467 tok/s. Concurrency was not the cause: the aggregate is Σ tokens over Σ per-request windows, so subagents running at once never add up. In the owner's own usage.jsonl codex/gpt-6-luna turns read up to 600 tok/s (out 496, reasoning 224, 11,055 ms, ttft 10,228) and its aggregate 133; it is 80 now. usage.DecodeOf is the one rule: a reply with reasoning counts out − reasoning over ms − firstText, one that reasoned and wrote only tool calls tells no speed, one without reasoning is timed from its TTFT as before; DecodeWindow's burst cut (#731) still applies. Record.Decode feeds summarize, the ledger's Totals and its timeline Parts; a route keeps its reply's reasoning (Route.Reasoning, from gateway.go and codex_backend.go), and routing.js's decodeOf/speedOf times its rows, the story and a session's average by it (an older route takes its served usage's reasoning); app.js's ledDecode does the Usage page's rows, whose tooltip says the reasoning left out, and the Output speed help says the rule, in en, zh, ja and de. History is read the same way, as it keeps the reasoning and the first text. Routing never ranks by speed. TestReasoningReplyTimedByItsAnswer (the 2200/2000 turn, a summary 10 ms before the text, a concurrent subagent, tool calls only, reasoning over output, no reasoning, not streamed: 1,200 tokens in 11 s through summarize, addRow, LedgerSeries and Decode) fails without the change and passes -race -count=10; TestUsageKeepsTimeToFirstToken now has its paced replies report reasoning and checks the route keeps it. reasoning-speed.test.cjs (Routing rows 133, 100, none and 100, the story never 1,467, the session 105; the Usage rows, tooltip and KPI the same; no sideways scroll) passes on Chromium and WebKit in en, zh, ja and de, and fails against the old assets (1467 tok/s); routing-request-metrics, routing-burst-speed, usage-speed, usage-ledger-detail, i18n-keys, gui-ja, gui-de, ledger-hscroll and click-scroll pass on both. go test -race -tags nogui ./internal/... under a temp HOME passes but internal/proc's TestUserPath ("the login shell's PATH never came"), which failed under the full run's load, passes 3/3 alone and is not touched here; go vet, gofmt -l, linux and windows (nogui) builds pass. Not tried with tony's data. docs/reference.md says how output speed is counted.
gateway: a lone provider's Claude or GPT reasoning streams as it comes, not held for a refusal no one else could answer (iTianbao on X: 请加一个开关，让思考实时透传; through a relay Claude Code showed the thinking only all at once with the text, Codex none until then) — holdWriter held Claude's, GPT's and Gemini's reasoning (refusesAfterThinking, up to holdThinking) on every candidate, so a refusal after it could go to the next one (#248), but a refusal on the last candidate is never asked again (the !last checks in serve), so there it only delayed the thinking. On the last candidate Claude's and GPT's reasoning is now shown at once (thinkingShown), and a refusal after it reaches the agent as the vendor's own stop; Gemini's stays held there, for a reply that only reasoned to be asked again (#667, TestGeminiEmptyRepliesAskedAgain). A group with members after it still holds as before. Before: on a slow fake relay (4 thoughts 300ms apart, then text) every relay shape (Messages, Chat with reasoning_content and reasoning, Responses) for claude-sonnet-4-5 and gpt-5.1 gave Claude Code's thinking_delta and Codex's reasoning_summary_text.delta all at ~1.2–1.5s with the text; after, 0/300/600/900ms. TestThinkingStreamsWithNoOneElse (Messages, Chat for Claude and GPT, Responses; each asked from /v1/messages and /v1/responses) fails without the change in every case and passes; TestHeldThinkingKeepsTheAgentAlive's nobody-left case now expects the thinking and Claude's refusal rather than a held error. -race -count=5 on TestThinking*, TestRefusal*, TestHeld*, TestGeminiEmpty*; go test -tags nogui ./internal/gateway, go vet, gofmt -l, linux and windows (nogui) builds pass. Not tried with the reporter's relay: whether it sends GPT's reasoning at all (OpenAI's Chat API doesn't) is unknown, and no switch was added. docs/subsystems/gateway-routing.md says it.
docs, site: Integrating your app or agent with magpie, at docs/integrating.md and usemagpie.ai/docs/integrate (#918, Magixyne)
usage, gateway, gui: a reply that reasoned is timed by its answer, from its first text, not by all its output from its first token (tony on Discord #general: Usage › Requests read "gpt-6.1-sol 163 token/秒 · 8,036 个请求 · 首字 14 秒" and asked whether subagents were added up) — speed was every output token over the time after the first content (text, reasoning or a tool call). Output counts the reasoning, and a model whose reasoning is hidden (OpenAI's encrypted reasoning, a summary sent when it is done, Claude's omitted thinking) writes it before the stream shows anything, inside the TTFT; so a 2,000-token think and a 200-token answer over the 1.5 s after the first token read 2,200 in 1.5 s, 1,467 tok/s. Concurrency was not the cause: the aggregate is Σ tokens over Σ per-request windows, so subagents running at once never add up. In the owner's own usage.jsonl codex/gpt-6-luna turns read up to 600 tok/s (out 496, reasoning 224, 11,055 ms, ttft 10,228) and its aggregate 133; it is 80 now. usage.DecodeOf is the one rule: a reply with reasoning counts out − reasoning over ms − firstText, one that reasoned and wrote only tool calls tells no speed, one without reasoning is timed from its TTFT as before; DecodeWindow's burst cut (#731) still applies. Record.Decode feeds summarize, the ledger's Totals and its timeline Parts; a route keeps its reply's reasoning (Route.Reasoning, from gateway.go and codex_backend.go), and routing.js's decodeOf/speedOf times its rows, the story and a session's average by it (an older route takes its served usage's reasoning); app.js's ledDecode does the Usage page's rows, whose tooltip says the reasoning left out, and the Output speed help says the rule, in en, zh, ja and de. History is read the same way, as it keeps the reasoning and the first text. Routing never ranks by speed. TestReasoningReplyTimedByItsAnswer (the 2200/2000 turn, a summary 10 ms before the text, a concurrent subagent, tool calls only, reasoning over output, no reasoning, not streamed: 1,200 tokens in 11 s through summarize, addRow, LedgerSeries and Decode) fails without the change and passes -race -count=10; TestUsageKeepsTimeToFirstToken now has its paced replies report reasoning and checks the route keeps it. reasoning-speed.test.cjs (Routing rows 133, 100, none and 100, the story never 1,467, the session 105; the Usage rows, tooltip and KPI the same; no sideways scroll) passes on Chromium and WebKit in en, zh, ja and de, and fails against the old assets (1467 tok/s); routing-request-metrics, routing-burst-speed, usage-speed, usage-ledger-detail, i18n-keys, gui-ja, gui-de, ledger-hscroll and click-scroll pass on both. go test -race -tags nogui ./internal/... under a temp HOME passes but internal/proc's TestUserPath ("the login shell's PATH never came"), which failed under the full run's load, passes 3/3 alone and is not touched here; go vet, gofmt -l, linux and windows (nogui) builds pass. Not tried with tony's data. docs/reference.md says how output speed is counted.