From 4ded547cb5438719025d8051ae5a5428d7881e76 Mon Sep 17 00:00:00 2001
From: amosblomqvist <amosblomqvist@gmail.com>
Date: Thu, 24 Sep 2026 02:10:06 +0300
Subject: [PATCH] =?UTF-8?q?Context-meter=20amendment:=20CONTEXT=5FLIMITS?=
 =?UTF-8?q?=20dies=20=E2=80=94=20pi's=20live=20catalog=20is=20the=20only?=
 =?UTF-8?q?=20limit=20source?=
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Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Owner ruling (2026-09-23, amendment to 04e336d): no hardcoded fallback
exists anywhere. contextWindow(record, limits) resolves the denominator
ONLY from the live index (provider:id -> contextWindow straight from
pi's catalog); a model missing from it (historical session, package
update, failed fetch) reads limit null and the meter renders
usage-only — the honest-render precedent, never a fake window.

- src/core/prices.ts: the 1354-entry CONTEXT_LIMITS table (65KB) and its
  generation apparatus deleted; the fold returns limit: number | null.
  PRICES untouched (regen verified byte-identical via the reworked
  sync-pricing script).
- scripts/sync-pricing.ts: generates PRICES only; contextWindow leaves
  the priced map, the guard, and the template.
- The dock meter's owner-selected treatment: the activity feed carries
  the limit server-side. catalogContextLimits() (server/model-catalog.ts)
  builds the index over the same keyed providers the picker federates;
  activityFeed() joins it onto every running job (ActivityJob.contextLimit,
  null when the model is missing — the dock reads it off the feed, no
  client-side table, no regression while the UI's catalog-join chunk lands).
- components/activity-dock.tsx: toBlobs reads job.contextLimit (import
  of CONTEXT_LIMITS gone); stats-bar renders usage-only on null limit
  (mechanical interim — UI stream's join chunk follows).
- tests: usage.test.ts pins the no-fallback contract (index hit / absent
  / empty / missing-model -> null); activity-feed.test.ts pins the
  server join (catalog model -> 1048576, unknown -> null, no-usage ->
  null); render pins updated to the interim usage-only render.
---
 components/activity-dock.tsx        |   13 +-
 components/stats-bar.tsx            |    4 +-
 scripts/sync-pricing.ts             |   21 +-
 src/core/contracts/jobs.ts          |    8 +-
 src/core/prices.ts                  | 1381 +--------------------------
 src/server/model-catalog.ts         |   19 +
 src/server/observability.ts         |   16 +-
 tests/activity-feed.test.ts         |   39 +
 tests/render-activity-dock.test.tsx |   15 +-
 tests/render-stats-bar.test.tsx     |   14 +-
 tests/usage.test.ts                 |  120 ++-
 11 files changed, 200 insertions(+), 1450 deletions(-)

diff --git a/components/activity-dock.tsx b/components/activity-dock.tsx
index 6f30cbc..659bf7f 100644
--- a/components/activity-dock.tsx
+++ b/components/activity-dock.tsx
@@ -4,7 +4,7 @@ import { createContext, useCallback, useContext, useEffect, useMemo, useRef, use
 import { ActivityIcon, BotIcon, FileTextIcon, PenToolIcon, PlayIcon, SearchIcon, SquareIcon, WaypointsIcon } from "lucide-react";
 import { cn } from "@/lib/utils";
 import type { CallUsage, JobKind, JobRecord } from "@/src/core";
-import { CONTEXT_LIMITS, isModelsRefusal, jobCost } from "@/src/core";
+import { isModelsRefusal, jobCost } from "@/src/core";
 import { formatTokens, formatUsd } from "@/components/usage-format";
 
 /**
@@ -48,6 +48,9 @@ interface FeedUsage extends NonNullable<JobRecord["usage"]> {
 export interface FeedJob extends JobRecord {
 	title: string;
 	usage?: FeedUsage;
+	/** Server-joined live catalog limit (owner amendment 2026-09-23) —
+	 *  null when the model is missing from pi's catalog (no context line). */
+	contextLimit: number | null;
 }
 
 export interface FeedExtraction {
@@ -171,8 +174,12 @@ export function toBlobs(feed: ActivityFeed): ActivityBlob[] {
 		const usage = job.usage;
 		let context: ActivityBlob["context"] = null;
 		const lastStep = usage?.lastStep;
-		const limit = usage ? CONTEXT_LIMITS[usage.model] : undefined;
-		if (usage && lastStep && limit !== undefined && lastStep.inputTokens !== undefined) {
+		// Context-meter amendment (owner 2026-09-23): the limit comes off
+		// the FEED (server-joined from pi's live catalog) — no client-side
+		// table. Null limit = no context line (usage-only render is the
+		// blob shape's call — here the line simply hides).
+		const limit = job.contextLimit;
+		if (usage && lastStep && limit !== null && lastStep.inputTokens !== undefined) {
 			context = { used: lastStep.inputTokens + (lastStep.outputTokens ?? 0), limit };
 		}
 		return {
diff --git a/components/stats-bar.tsx b/components/stats-bar.tsx
index 77b3dec..a5d64d5 100644
--- a/components/stats-bar.tsx
+++ b/components/stats-bar.tsx
@@ -92,7 +92,7 @@ export function StatsBar({
 					className="flex items-center gap-1.5 tabular-nums transition-colors hover:text-foreground"
 				>
 					<span data-testid="stats-context">
-						{ctx ? `${formatTokens(ctx.usedTokens)} / ${formatTokens(ctx.limit)}` : "—"}
+						{ctx ? (ctx.limit !== null ? `${formatTokens(ctx.usedTokens)} / ${formatTokens(ctx.limit)}` : formatTokens(ctx.usedTokens)) : "—"}
 					</span>
 					<span aria-hidden>·</span>
 					<span data-testid="stats-cost">{costLabel}</span>
@@ -109,7 +109,7 @@ export function StatsBar({
 							<div className="flex justify-between gap-2">
 								<span>Context (last call)</span>
 								<span className="tabular-nums text-card-foreground">
-									{ctx ? `${formatTokens(ctx.usedTokens)} / ${formatTokens(ctx.limit)}` : "—"}
+									{ctx ? (ctx.limit !== null ? `${formatTokens(ctx.usedTokens)} / ${formatTokens(ctx.limit)}` : formatTokens(ctx.usedTokens)) : "—"}
 								</span>
 							</div>
 							<div className="flex justify-between gap-2">
diff --git a/scripts/sync-pricing.ts b/scripts/sync-pricing.ts
index a212dd2..c997e1a 100644
--- a/scripts/sync-pricing.ts
+++ b/scripts/sync-pricing.ts
@@ -37,13 +37,12 @@ interface CatalogModel {
 	id: string;
 	name: string;
 	cost: { input: number; output: number; cacheRead: number; cacheWrite: number };
-	contextWindow: number;
 }
 
 function main(): void {
 	// Every data file is {api: {modelId: entry}} — ids are per-provider
 	// namespaced already (openrouter's are slugs, native ones plain).
-	const priced = new Map<string, { cost: CatalogModel["cost"]; contextWindow: number }>();
+	const priced = new Map<string, { cost: CatalogModel["cost"] }>();
 	for (const file of fs.readdirSync(DATA_DIR).filter((f) => f.endsWith(".json"))) {
 		const provider = file.slice(0, -".json".length);
 		const catalog = JSON.parse(fs.readFileSync(path.join(DATA_DIR, file), "utf-8")) as Record<
@@ -52,13 +51,13 @@ function main(): void {
 		>;
 		for (const models of Object.values(catalog)) {
 			for (const [id, m] of Object.entries(models)) {
-				// A catalog entry without pricing/limit data gets no key at all
-				// (cost renders "—", never zero; the limit renders unknown).
-					if (!m.cost || m.contextWindow === undefined) continue;
+				// A catalog entry without pricing data gets no key at all
+				// (cost renders "—", never zero).
+				if (!m.cost) continue;
 				// First writer wins (an id can appear under two apis within one
 				// file with identical pricing; cross-file collisions cannot
 				// happen — keys are provider-qualified).
-				priced.set(`${provider}:${id}`, { cost: m.cost, contextWindow: m.contextWindow });
+				priced.set(`${provider}:${id}`, { cost: m.cost });
 			}
 		}
 	}
@@ -68,25 +67,21 @@ function main(): void {
 		.sort(([a], [b]) => a.localeCompare(b))
 		.map(([key, m]) => ({
 			price: `\t${JSON.stringify(key)}: { input: ${m.cost.input}, output: ${m.cost.output}, cacheRead: ${m.cost.cacheRead}, cacheWrite: ${m.cost.cacheWrite} },`,
-			limit: `\t${JSON.stringify(key)}: ${m.contextWindow},`,
 		}));
 
 	const tables = `/** Token prices, USD per 1M tokens. A missing model makes cost render
  *  as absent ("—"), never zero. Keys are provider-qualified ("provider:id")
  *  since the model slots wave; openrouter ids ALSO appear under their bare
  *  slug (the legacy stamp format, kept so pre-wave records keep pricing).
+ *  Context-window limits are NOT a table (owner amendment, 2026-09-23):
+ *  every meter's denominator reads pi's LIVE catalog (GET /api/models /
+ *  the activity feed's server-side join) — missing model, usage-only.
  *  Refresh: bump @earendil-works/pi-ai, then npx tsx scripts/sync-pricing.ts
  *  (reads pi-ai's shipped catalogs — the same source the engine and the
  *  picker use). */
 export const PRICES: Record<string, ModelPrice> = {
 ${rows.map((r) => r.price).join("\n")}
 };
-
-/** Context-window limits (tokens) per model — generated alongside PRICES,
- *  same key families. */
-export const CONTEXT_LIMITS: Record<string, number> = {
-${rows.map((r) => r.limit).join("\n")}
-};
 `;
 
 	const src = fs.readFileSync(OUT, "utf-8");
diff --git a/src/core/contracts/jobs.ts b/src/core/contracts/jobs.ts
index ea24ae3..1d424ae 100644
--- a/src/core/contracts/jobs.ts
+++ b/src/core/contracts/jobs.ts
@@ -53,9 +53,11 @@ export interface JobUsage {
 	/** How many model calls the run has made (each bills separately). */
 	steps: number;
 	/** The MOST RECENT model call's accounting (2026-09 dock contract): the
-	 * per-blob context line reads last-step input+output against the model's
-	 * CONTEXT_LIMITS — never the cumulative totals. Absent until the first
-	 * call completes; absent provider fields stay absent (never zero). */
+	 *  per-blob context line reads last-step input+output against the
+	 *  model's LIVE catalog limit (server-joined onto the activity feed —
+	 *  never the cumulative totals, never a client-side table). Absent
+	 *  until the first call completes; absent provider fields stay absent
+	 *  (never zero). */
 	lastStep?: CallUsage;
 }
 
diff --git a/src/core/prices.ts b/src/core/prices.ts
index 4edf4ef..cb60c6b 100644
--- a/src/core/prices.ts
+++ b/src/core/prices.ts
@@ -31,6 +31,9 @@ export interface ModelPrice {
  *  as absent ("—"), never zero. Keys are provider-qualified ("provider:id")
  *  since the model slots wave; openrouter ids ALSO appear under their bare
  *  slug (the legacy stamp format, kept so pre-wave records keep pricing).
+ *  Context-window limits are NOT a table (owner amendment, 2026-09-23):
+ *  every meter's denominator reads pi's LIVE catalog (GET /api/models /
+ *  the activity feed's server-side join) — missing model, usage-only.
  *  Refresh: bump @earendil-works/pi-ai, then npx tsx scripts/sync-pricing.ts
  *  (reads pi-ai's shipped catalogs — the same source the engine and the
  *  picker use). */
@@ -1391,1365 +1394,6 @@ export const PRICES: Record<string, ModelPrice> = {
 	"zai:glm-5.3-highspeed": { input: 0, output: 0, cacheRead: 0, cacheWrite: 0 },
 };
 
-/** Context-window limits (tokens) per model — generated alongside PRICES,
- *  same key families. */
-export const CONTEXT_LIMITS: Record<string, number> = {
-	"amazon-bedrock:amazon.nova-2-lite-v1:0": 128000,
-	"amazon-bedrock:amazon.nova-lite-v1:0": 300000,
-	"amazon-bedrock:amazon.nova-micro-v1:0": 128000,
-	"amazon-bedrock:amazon.nova-pro-v1:0": 300000,
-	"amazon-bedrock:anthropic.claude-fable-5": 1000000,
-	"amazon-bedrock:anthropic.claude-fable-5-1": 1000000,
-	"amazon-bedrock:anthropic.claude-haiku-4-5-20251001-v1:0": 200000,
-	"amazon-bedrock:anthropic.claude-opus-4-1-20250805-v1:0": 200000,
-	"amazon-bedrock:anthropic.claude-opus-4-5-20251101-v1:0": 200000,
-	"amazon-bedrock:anthropic.claude-opus-4-6-v1": 1000000,
-	"amazon-bedrock:anthropic.claude-opus-4-7": 1000000,
-	"amazon-bedrock:anthropic.claude-opus-4-8": 1000000,
-	"amazon-bedrock:anthropic.claude-sonnet-4-5-20250929-v1:0": 200000,
-	"amazon-bedrock:anthropic.claude-sonnet-4-6": 1000000,
-	"amazon-bedrock:anthropic.claude-sonnet-5": 1000000,
-	"amazon-bedrock:au.anthropic.claude-haiku-4-5-20251001-v1:0": 200000,
-	"amazon-bedrock:au.anthropic.claude-opus-4-6-v1": 1000000,
-	"amazon-bedrock:au.anthropic.claude-opus-4-8": 1000000,
-	"amazon-bedrock:au.anthropic.claude-opus-5": 1000000,
-	"amazon-bedrock:au.anthropic.claude-sonnet-4-5-20250929-v1:0": 200000,
-	"amazon-bedrock:au.anthropic.claude-sonnet-4-6": 1000000,
-	"amazon-bedrock:au.anthropic.claude-sonnet-5": 1000000,
-	"amazon-bedrock:deepseek.r1-v1:0": 128000,
-	"amazon-bedrock:deepseek.v3-v1:0": 163840,
-	"amazon-bedrock:deepseek.v3.2": 163840,
-	"amazon-bedrock:eu.anthropic.claude-fable-5": 1000000,
-	"amazon-bedrock:eu.anthropic.claude-haiku-4-5-20251001-v1:0": 200000,
-	"amazon-bedrock:eu.anthropic.claude-opus-4-5-20251101-v1:0": 200000,
-	"amazon-bedrock:eu.anthropic.claude-opus-4-6-v1": 1000000,
-	"amazon-bedrock:eu.anthropic.claude-opus-4-7": 1000000,
-	"amazon-bedrock:eu.anthropic.claude-opus-4-8": 1000000,
-	"amazon-bedrock:eu.anthropic.claude-opus-5": 1000000,
-	"amazon-bedrock:eu.anthropic.claude-sonnet-4-5-20250929-v1:0": 200000,
-	"amazon-bedrock:eu.anthropic.claude-sonnet-4-6": 1000000,
-	"amazon-bedrock:eu.anthropic.claude-sonnet-5": 1000000,
-	"amazon-bedrock:global.anthropic.claude-fable-5": 1000000,
-	"amazon-bedrock:global.anthropic.claude-fable-5-1": 1000000,
-	"amazon-bedrock:global.anthropic.claude-haiku-4-5-20251001-v1:0": 200000,
-	"amazon-bedrock:global.anthropic.claude-opus-4-5-20251101-v1:0": 200000,
-	"amazon-bedrock:global.anthropic.claude-opus-4-6-v1": 1000000,
-	"amazon-bedrock:global.anthropic.claude-opus-4-7": 1000000,
-	"amazon-bedrock:global.anthropic.claude-opus-4-8": 1000000,
-	"amazon-bedrock:global.anthropic.claude-opus-5": 1000000,
-	"amazon-bedrock:global.anthropic.claude-sonnet-4-5-20250929-v1:0": 200000,
-	"amazon-bedrock:global.anthropic.claude-sonnet-4-6": 1000000,
-	"amazon-bedrock:global.anthropic.claude-sonnet-5": 1000000,
-	"amazon-bedrock:global.openai.gpt-5.6-luna": 1050000,
-	"amazon-bedrock:global.openai.gpt-5.6-sol": 1050000,
-	"amazon-bedrock:global.openai.gpt-5.6-terra": 1050000,
-	"amazon-bedrock:google.gemma-3-27b-it": 202752,
-	"amazon-bedrock:google.gemma-3-4b-it": 128000,
-	"amazon-bedrock:jp.anthropic.claude-haiku-4-5-20251001-v1:0": 200000,
-	"amazon-bedrock:jp.anthropic.claude-opus-4-7": 1000000,
-	"amazon-bedrock:jp.anthropic.claude-opus-4-8": 1000000,
-	"amazon-bedrock:jp.anthropic.claude-opus-5": 1000000,
-	"amazon-bedrock:jp.anthropic.claude-sonnet-4-5-20250929-v1:0": 200000,
-	"amazon-bedrock:jp.anthropic.claude-sonnet-4-6": 1000000,
-	"amazon-bedrock:jp.anthropic.claude-sonnet-5": 1000000,
-	"amazon-bedrock:meta.llama3-1-70b-instruct-v1:0": 128000,
-	"amazon-bedrock:meta.llama3-1-8b-instruct-v1:0": 128000,
-	"amazon-bedrock:meta.llama3-3-70b-instruct-v1:0": 128000,
-	"amazon-bedrock:meta.llama4-maverick-17b-instruct-v1:0": 1000000,
-	"amazon-bedrock:meta.llama4-scout-17b-instruct-v1:0": 3500000,
-	"amazon-bedrock:minimax.minimax-m2": 204608,
-	"amazon-bedrock:minimax.minimax-m2.1": 204800,
-	"amazon-bedrock:minimax.minimax-m2.5": 196608,
-	"amazon-bedrock:mistral.devstral-2-123b": 256000,
-	"amazon-bedrock:mistral.magistral-small-2509": 128000,
-	"amazon-bedrock:mistral.ministral-3-14b-instruct": 128000,
-	"amazon-bedrock:mistral.ministral-3-3b-instruct": 256000,
-	"amazon-bedrock:mistral.ministral-3-8b-instruct": 128000,
-	"amazon-bedrock:mistral.mistral-large-3-675b-instruct": 256000,
-	"amazon-bedrock:mistral.pixtral-large-2502-v1:0": 128000,
-	"amazon-bedrock:mistral.voxtral-mini-3b-2507": 128000,
-	"amazon-bedrock:mistral.voxtral-small-24b-2507": 32000,
-	"amazon-bedrock:moonshot.kimi-k2-thinking": 262143,
-	"amazon-bedrock:moonshotai.kimi-k2.5": 262143,
-	"amazon-bedrock:nvidia.nemotron-nano-12b-v2": 128000,
-	"amazon-bedrock:nvidia.nemotron-nano-3-30b": 128000,
-	"amazon-bedrock:nvidia.nemotron-nano-9b-v2": 128000,
-	"amazon-bedrock:nvidia.nemotron-super-3-120b": 262144,
-	"amazon-bedrock:openai.gpt-5.4": 272000,
-	"amazon-bedrock:openai.gpt-5.5": 272000,
-	"amazon-bedrock:openai.gpt-5.6-luna": 1050000,
-	"amazon-bedrock:openai.gpt-5.6-sol": 1050000,
-	"amazon-bedrock:openai.gpt-5.6-terra": 1050000,
-	"amazon-bedrock:openai.gpt-oss-120b": 128000,
-	"amazon-bedrock:openai.gpt-oss-120b-1:0": 128000,
-	"amazon-bedrock:openai.gpt-oss-20b": 128000,
-	"amazon-bedrock:openai.gpt-oss-20b-1:0": 128000,
-	"amazon-bedrock:openai.gpt-oss-safeguard-120b": 128000,
-	"amazon-bedrock:openai.gpt-oss-safeguard-20b": 128000,
-	"amazon-bedrock:qwen.qwen3-235b-a22b-2507-v1:0": 262144,
-	"amazon-bedrock:qwen.qwen3-32b-v1:0": 16384,
-	"amazon-bedrock:qwen.qwen3-coder-30b-a3b-v1:0": 262144,
-	"amazon-bedrock:qwen.qwen3-coder-480b-a35b-v1:0": 131072,
-	"amazon-bedrock:qwen.qwen3-coder-next": 131072,
-	"amazon-bedrock:qwen.qwen3-next-80b-a3b": 262000,
-	"amazon-bedrock:qwen.qwen3-vl-235b-a22b": 262000,
-	"amazon-bedrock:us.anthropic.claude-fable-5": 1000000,
-	"amazon-bedrock:us.anthropic.claude-fable-5-1": 1000000,
-	"amazon-bedrock:us.anthropic.claude-haiku-4-5-20251001-v1:0": 200000,
-	"amazon-bedrock:us.anthropic.claude-opus-4-1-20250805-v1:0": 200000,
-	"amazon-bedrock:us.anthropic.claude-opus-4-5-20251101-v1:0": 200000,
-	"amazon-bedrock:us.anthropic.claude-opus-4-6-v1": 1000000,
-	"amazon-bedrock:us.anthropic.claude-opus-4-7": 1000000,
-	"amazon-bedrock:us.anthropic.claude-opus-4-8": 1000000,
-	"amazon-bedrock:us.anthropic.claude-opus-5": 1000000,
-	"amazon-bedrock:us.anthropic.claude-sonnet-4-5-20250929-v1:0": 200000,
-	"amazon-bedrock:us.anthropic.claude-sonnet-4-6": 1000000,
-	"amazon-bedrock:us.anthropic.claude-sonnet-5": 1000000,
-	"amazon-bedrock:us.deepseek.r1-v1:0": 128000,
-	"amazon-bedrock:us.meta.llama4-maverick-17b-instruct-v1:0": 1000000,
-	"amazon-bedrock:us.meta.llama4-scout-17b-instruct-v1:0": 3500000,
-	"amazon-bedrock:writer.palmyra-x4-v1:0": 122880,
-	"amazon-bedrock:writer.palmyra-x5-v1:0": 1040000,
-	"amazon-bedrock:xai.grok-4.3": 1000000,
-	"amazon-bedrock:xai.grok-4.6": 500000,
-	"amazon-bedrock:zai.glm-4.7": 204800,
-	"amazon-bedrock:zai.glm-4.7-flash": 200000,
-	"amazon-bedrock:zai.glm-5": 202752,
-	"ant-ling:Ling-2.6-1T": 262144,
-	"ant-ling:Ling-2.6-flash": 262144,
-	"ant-ling:Ring-2.6-1T": 262144,
-	"anthropic:claude-fable-5": 1000000,
-	"anthropic:claude-fable-5-1": 1000000,
-	"anthropic:claude-haiku-4-5": 200000,
-	"anthropic:claude-haiku-4-5-20251001": 200000,
-	"anthropic:claude-opus-4-5": 200000,
-	"anthropic:claude-opus-4-5-20251101": 200000,
-	"anthropic:claude-opus-4-6": 1000000,
-	"anthropic:claude-opus-4-7": 1000000,
-	"anthropic:claude-opus-4-8": 1000000,
-	"anthropic:claude-opus-5": 1000000,
-	"anthropic:claude-sonnet-4-5": 1000000,
-	"anthropic:claude-sonnet-4-5-20250929": 1000000,
-	"anthropic:claude-sonnet-4-6": 1000000,
-	"anthropic:claude-sonnet-5": 1000000,
-	"azure-openai-responses:gpt-4": 8192,
-	"azure-openai-responses:gpt-4-turbo": 128000,
-	"azure-openai-responses:gpt-4.1": 1047576,
-	"azure-openai-responses:gpt-4.1-mini": 1047576,
-	"azure-openai-responses:gpt-4.1-nano": 1047576,
-	"azure-openai-responses:gpt-4o": 128000,
-	"azure-openai-responses:gpt-4o-2024-05-13": 128000,
-	"azure-openai-responses:gpt-4o-2024-08-06": 128000,
-	"azure-openai-responses:gpt-4o-2024-11-20": 128000,
-	"azure-openai-responses:gpt-4o-mini": 128000,
-	"azure-openai-responses:gpt-5": 400000,
-	"azure-openai-responses:gpt-5-chat-latest": 128000,
-	"azure-openai-responses:gpt-5-mini": 400000,
-	"azure-openai-responses:gpt-5-nano": 400000,
-	"azure-openai-responses:gpt-5-pro": 400000,
-	"azure-openai-responses:gpt-5.1": 400000,
-	"azure-openai-responses:gpt-5.2": 400000,
-	"azure-openai-responses:gpt-5.2-chat-latest": 128000,
-	"azure-openai-responses:gpt-5.2-pro": 400000,
-	"azure-openai-responses:gpt-5.3-chat-latest": 128000,
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-	"vercel-ai-gateway:google/gemma-4-31b-it": 262144,
-	"vercel-ai-gateway:inception/mercury-2": 128000,
-	"vercel-ai-gateway:inception/mercury-coder-small": 32000,
-	"vercel-ai-gateway:inclusionai/ling-3.0-flash": 256000,
-	"vercel-ai-gateway:inclusionai/ling-3.0-flash-fin": 256000,
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-	"vercel-ai-gateway:kwaipilot/kat-coder-pro-v2.5": 256000,
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-	"vercel-ai-gateway:meta/llama-3.1-8b": 128000,
-	"vercel-ai-gateway:meta/llama-3.3-70b": 128000,
-	"vercel-ai-gateway:meta/llama-4-maverick": 128000,
-	"vercel-ai-gateway:meta/llama-4-scout": 128000,
-	"vercel-ai-gateway:meta/muse-glimmer-30b": 131072,
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-	"vercel-ai-gateway:moonshotai/kimi-k2.5": 262114,
-	"vercel-ai-gateway:moonshotai/kimi-k2.6": 262000,
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-	"vercel-ai-gateway:moonshotai/kimi-k3": 1000000,
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-	"vercel-ai-gateway:nvidia/nemotron-3-nano-30b-a3b": 262144,
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-	"vercel-ai-gateway:nvidia/nemotron-3-ultra-550b-a55b": 1000000,
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-	"vercel-ai-gateway:openai/gpt-3.5-turbo": 16385,
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-	"vercel-ai-gateway:openai/gpt-4o-mini-fast": 128000,
-	"vercel-ai-gateway:openai/gpt-5": 400000,
-	"vercel-ai-gateway:openai/gpt-5-codex": 400000,
-	"vercel-ai-gateway:openai/gpt-5-fast": 400000,
-	"vercel-ai-gateway:openai/gpt-5-mini": 400000,
-	"vercel-ai-gateway:openai/gpt-5-mini-fast": 400000,
-	"vercel-ai-gateway:openai/gpt-5-nano": 400000,
-	"vercel-ai-gateway:openai/gpt-5-pro": 400000,
-	"vercel-ai-gateway:openai/gpt-5.1-codex": 400000,
-	"vercel-ai-gateway:openai/gpt-5.1-codex-max": 400000,
-	"vercel-ai-gateway:openai/gpt-5.1-codex-mini": 400000,
-	"vercel-ai-gateway:openai/gpt-5.1-thinking": 400000,
-	"vercel-ai-gateway:openai/gpt-5.1-thinking-fast": 400000,
-	"vercel-ai-gateway:openai/gpt-5.2": 400000,
-	"vercel-ai-gateway:openai/gpt-5.2-codex": 400000,
-	"vercel-ai-gateway:openai/gpt-5.2-fast": 400000,
-	"vercel-ai-gateway:openai/gpt-5.2-pro": 400000,
-	"vercel-ai-gateway:openai/gpt-5.3-codex": 400000,
-	"vercel-ai-gateway:openai/gpt-5.3-codex-fast": 400000,
-	"vercel-ai-gateway:openai/gpt-5.4": 1050000,
-	"vercel-ai-gateway:openai/gpt-5.4-fast": 1050000,
-	"vercel-ai-gateway:openai/gpt-5.4-mini": 400000,
-	"vercel-ai-gateway:openai/gpt-5.4-mini-fast": 400000,
-	"vercel-ai-gateway:openai/gpt-5.4-nano": 400000,
-	"vercel-ai-gateway:openai/gpt-5.4-pro": 1050000,
-	"vercel-ai-gateway:openai/gpt-5.5": 1000000,
-	"vercel-ai-gateway:openai/gpt-5.5-fast": 1000000,
-	"vercel-ai-gateway:openai/gpt-5.5-pro": 1000000,
-	"vercel-ai-gateway:openai/gpt-5.6-luna": 1050000,
-	"vercel-ai-gateway:openai/gpt-5.6-luna-fast": 1050000,
-	"vercel-ai-gateway:openai/gpt-5.6-sol": 1050000,
-	"vercel-ai-gateway:openai/gpt-5.6-sol-fast": 1050000,
-	"vercel-ai-gateway:openai/gpt-5.6-terra": 1050000,
-	"vercel-ai-gateway:openai/gpt-5.6-terra-fast": 1050000,
-	"vercel-ai-gateway:openai/gpt-6-astra": 1050000,
-	"vercel-ai-gateway:openai/gpt-6-astra-fast": 1050000,
-	"vercel-ai-gateway:openai/gpt-oss-120b": 131072,
-	"vercel-ai-gateway:openai/gpt-oss-20b": 131072,
-	"vercel-ai-gateway:openai/gpt-oss-safeguard-120b": 128000,
-	"vercel-ai-gateway:openai/gpt-oss-safeguard-20b": 128000,
-	"vercel-ai-gateway:openai/o1": 200000,
-	"vercel-ai-gateway:openai/o3": 200000,
-	"vercel-ai-gateway:openai/o3-fast": 200000,
-	"vercel-ai-gateway:openai/o3-mini": 200000,
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-	"vercel-ai-gateway:openai/o4-mini": 200000,
-	"vercel-ai-gateway:openai/o4-mini-fast": 200000,
-	"vercel-ai-gateway:poolside/laguna-s-2.1": 1000000,
-	"vercel-ai-gateway:poolside/laguna-s-2.1-free": 256000,
-	"vercel-ai-gateway:sakana/fugu-ultra": 1000000,
-	"vercel-ai-gateway:sakana/namazu": 256000,
-	"vercel-ai-gateway:spacexai/grok-4.1-fast-non-reasoning": 1000000,
-	"vercel-ai-gateway:spacexai/grok-4.1-fast-reasoning": 1000000,
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-	"vercel-ai-gateway:spacexai/grok-4.20-non-reasoning": 2000000,
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-	"vercel-ai-gateway:spacexai/grok-4.20-reasoning-beta": 2000000,
-	"vercel-ai-gateway:spacexai/grok-4.3": 1000000,
-	"vercel-ai-gateway:spacexai/grok-4.5": 500000,
-	"vercel-ai-gateway:spacexai/grok-4.6": 500000,
-	"vercel-ai-gateway:spacexai/grok-build-0.1": 256000,
-	"vercel-ai-gateway:stepfun/step-3.5-flash": 262114,
-	"vercel-ai-gateway:stepfun/step-3.7-flash": 256000,
-	"vercel-ai-gateway:tencent/hy3": 262144,
-	"vercel-ai-gateway:tencent/hy4-preview": 1024000,
-	"vercel-ai-gateway:thinkingmachines/inkling": 256000,
-	"vercel-ai-gateway:thinkingmachines/inkling-small": 1000000,
-	"vercel-ai-gateway:xiaomi/mimo-v2.5": 1050000,
-	"vercel-ai-gateway:xiaomi/mimo-v2.5-pro": 1050000,
-	"vercel-ai-gateway:xiaomi/mimo-v2.5-pro-ultraspeed": 1048576,
-	"vercel-ai-gateway:zai/glm-4.5": 128000,
-	"vercel-ai-gateway:zai/glm-4.5-air": 128000,
-	"vercel-ai-gateway:zai/glm-4.5v": 66000,
-	"vercel-ai-gateway:zai/glm-4.6": 200000,
-	"vercel-ai-gateway:zai/glm-4.7": 200000,
-	"vercel-ai-gateway:zai/glm-4.7-flash": 200000,
-	"vercel-ai-gateway:zai/glm-4.7-flashx": 200000,
-	"vercel-ai-gateway:zai/glm-5": 202800,
-	"vercel-ai-gateway:zai/glm-5-turbo": 202800,
-	"vercel-ai-gateway:zai/glm-5.1": 202800,
-	"vercel-ai-gateway:zai/glm-5.2": 1000000,
-	"vercel-ai-gateway:zai/glm-5.2-fast": 1000000,
-	"vercel-ai-gateway:zai/glm-5.3": 1000000,
-	"vercel-ai-gateway:zai/glm-5.3-fast": 1048576,
-	"vercel-ai-gateway:zai/glm-5.3-flash": 1000000,
-	"vercel-ai-gateway:zai/glm-5.3-promo-50": 1048576,
-	"vercel-ai-gateway:zai/glm-5v-turbo": 200000,
-	"xai:grok-4.3": 1000000,
-	"xai:grok-4.5": 500000,
-	"xai:grok-4.6": 500000,
-	"xiaomi-token-plan-ams:mimo-v2.5": 1048576,
-	"xiaomi-token-plan-ams:mimo-v2.5-pro": 1048576,
-	"xiaomi-token-plan-cn:mimo-v2.5": 1048576,
-	"xiaomi-token-plan-cn:mimo-v2.5-pro": 1048576,
-	"xiaomi-token-plan-sgp:mimo-v2.5": 1048576,
-	"xiaomi-token-plan-sgp:mimo-v2.5-pro": 1048576,
-	"xiaomi:mimo-v2.5": 1048576,
-	"xiaomi:mimo-v2.5-pro": 1048576,
-	"xiaomi:mimo-v2.5-pro-ultraspeed": 1048576,
-	"zai-coding-cn:glm-4.6v": 128000,
-	"zai-coding-cn:glm-4.7": 204800,
-	"zai-coding-cn:glm-5-turbo": 200000,
-	"zai-coding-cn:glm-5.1": 200000,
-	"zai-coding-cn:glm-5.2": 1000000,
-	"zai-coding-cn:glm-5.2-highspeed": 1000000,
-	"zai-coding-cn:glm-5.3": 1000000,
-	"zai-coding-cn:glm-5.3-flash": 1000000,
-	"zai-coding-cn:glm-5.3-highspeed": 1000000,
-	"zai-coding-cn:glm-5v-turbo": 200000,
-	"zai:glm-4.7": 204800,
-	"zai:glm-5-turbo": 200000,
-	"zai:glm-5.2": 1000000,
-	"zai:glm-5.2-highspeed": 1000000,
-	"zai:glm-5.3": 1000000,
-	"zai:glm-5.3-flash": 1000000,
-	"zai:glm-5.3-highspeed": 1000000,
-};
-
 // ─── Pure helpers (folds + cost inference) ───────────────────────────────────
 
 /** Sum a list of per-step usages into one CallUsage. A field stays
@@ -2824,11 +1468,15 @@ export function sessionCost(record: Pick<ChatRecord, "turns">): { cost: number;
  *  (= pi's own totalTokens semantics; the fields are persisted in every
  *  CallUsage).
  *
- *  DENOMINATOR: the LIVE catalog wins — `limits`, when given, is the
- *  client/server-held index of provider:id → contextWindow straight from
- *  pi's catalog (GET /api/models serves it per model); CONTEXT_LIMITS is
- *  a generated snapshot kept ONLY as the fallback for models the live
- *  catalog doesn't carry.
+ *  DENOMINATOR (owner ruling, 2026-09-23 — the amendment): the live
+ *  catalog is the ONLY source — `limits`, when given, is the index of
+ *  provider:id → contextWindow straight from pi's catalog (GET
+ *  /api/models serves it per model; the server's catalogContextLimits
+ *  builds the same index). No hardcoded fallback: a model missing from
+ *  the live index (historical session, package update removed it, a
+ *  failed catalog fetch) resolves limit null and the meter renders
+ *  usage-only — the honest-render precedent (never a fake window,
+ *  same shape as unpriced models never showing $0).
  *
  *  Zeroed-step fallback: an aborted/failed last call reports zeroed
  *  usage — that is NOT the session footprint; fall back to the previous
@@ -2837,12 +1485,11 @@ export function sessionCost(record: Pick<ChatRecord, "turns">): { cost: number;
 export function contextWindow(
 	record: Pick<ChatRecord, "turns">,
 	limits?: ReadonlyMap<string, number>,
-): { model: string; usedTokens: number; limit: number } | null {
+): { model: string; usedTokens: number; limit: number | null } | null {
 	const turns = record.turns ?? [];
 	const last = turns[turns.length - 1];
 	if (!last) return null;
-	const limit = limits?.get(last.model) ?? CONTEXT_LIMITS[last.model];
-	if (limit === undefined) return null;
+	const limit = limits?.get(last.model) ?? null;
 	// The last step with a real (non-zero) footprint — zeroed usage (an
 	// abort artifact) is not a reading; fall back to the previous step.
 	for (let i = last.steps.length - 1; i >= 0; i--) {
diff --git a/src/server/model-catalog.ts b/src/server/model-catalog.ts
index f0764db..80263ff 100644
--- a/src/server/model-catalog.ts
+++ b/src/server/model-catalog.ts
@@ -153,6 +153,25 @@ export function toModelDto(model: Model<Api>): ModelDto {
 	};
 }
 
+/** The live-limits index (context-meter amendment, owner 2026-09-23):
+ *  provider:id → contextWindow from pi's catalog, over the SAME keyed
+ *  providers the picker federates. The one source for every context
+ *  meter's denominator — the stats-bar join holds /api/models' copy,
+ *  and the activity feed (observability.ts) resolves job limits
+ *  server-side through this. No hardcoded fallback exists anywhere:
+ *  a model missing here reads limit-null (usage-only, honest render). */
+export function catalogContextLimits(): Map<string, number> {
+	const keyed = keyedProviderIds();
+	const index = new Map<string, number>();
+	for (const provider of piModels().getProviders()) {
+		if (!keyed.has(provider.id)) continue;
+		for (const model of piModels().getModels(provider.id)) {
+			index.set(`${provider.id}:${model.id}`, model.contextWindow);
+		}
+	}
+	return index;
+}
+
 /** The full picker payload: every model of every configured provider
  *  (sorted by provider then id — stable, diff-friendly) + the config
  *  defaults a settings-less chat runs + the background roles' resolved
diff --git a/src/server/observability.ts b/src/server/observability.ts
index bd0b84a..8ef2cac 100644
--- a/src/server/observability.ts
+++ b/src/server/observability.ts
@@ -22,15 +22,22 @@
 import { extractionStatuses, type ExtractionPhase } from "../agent/subagents/extraction.ts";
 import { chatStore } from "../store/chats.ts";
 import { graphRevision } from "./graph.ts";
+import { catalogContextLimits } from "./model-catalog.ts";
 import { listJobs } from "./jobs.ts";
 import type { JobRecord } from "../core/contracts.ts";
 
 export { abortExtraction, extractionStatuses, type ExtractionPhase, type RunningExtraction } from "../agent/subagents/extraction.ts";
 export { chatStore } from "../store/chats.ts";
 
-/** A running sub-agent job, joined with its chat's title for the dock. */
+/** A running sub-agent job, joined with its chat's title for the dock.
+ *  contextLimit (context-meter amendment, owner 2026-09-23): the model's
+ *  live catalog limit, resolved SERVER-SIDE from pi's catalog — the dock
+ *  reads it off the feed instead of any client-side table. Null when the
+ *  model is missing from the catalog (the blob then renders no context
+ *  line — never a fake window). */
 export interface ActivityJob extends JobRecord {
 	title: string;
+	contextLimit: number | null;
 }
 
 /** One extraction-pipeline run (title joined), oldest first. */
@@ -54,11 +61,16 @@ export interface ActivityExtraction {
  *  returns the same stamp. */
 export function activityFeed(): { jobs: ActivityJob[]; extractions: ActivityExtraction[]; graphRevision: number } {
 	const chats = chatStore.listChats();
+	const limits = catalogContextLimits();
 	const jobs: ActivityJob[] = [];
 	for (const chat of chats) {
 		for (const job of listJobs(chat.id)) {
 			if (job.status === "running") {
-				jobs.push({ ...job, title: chat.title ?? chat.id });
+				jobs.push({
+					...job,
+					title: chat.title ?? chat.id,
+					contextLimit: job.usage ? (limits.get(job.usage.model) ?? null) : null,
+				});
 			}
 		}
 	}
diff --git a/tests/activity-feed.test.ts b/tests/activity-feed.test.ts
index 2c65c28..eaa3e12 100644
--- a/tests/activity-feed.test.ts
+++ b/tests/activity-feed.test.ts
@@ -59,3 +59,42 @@ test("activityFeed: running jobs across ALL chats, running-only, title-joined, o
 		}
 	}
 });
+
+test("activityFeed: contextLimit is the server's live-catalog join (owner amendment, 2026-09-23)", () => {
+	// keyed-provider federation — the same env-key pattern as the
+	// model-catalog tests; file-local (each test file is its own process)
+	process.env.OPENROUTER_API_KEY ??= "test-key-openrouter-catalog";
+	const chat = chatStore.createChat("limit join chat");
+	const createdJobs: string[] = [];
+	const usageFor = (model: string) => ({
+		model,
+		inputTokens: 1_000,
+		outputTokens: 100,
+		cacheReadTokens: 0,
+		cacheWriteTokens: 0,
+		reasoningTokens: 0,
+		steps: 1,
+	});
+	try {
+		const known = jobStore.createJob({ kind: "research", chatId: chat.id, toolCallId: "tc_known" });
+		const unknown = jobStore.createJob({ kind: "research", chatId: chat.id, toolCallId: "tc_unknown" });
+		const bare = jobStore.createJob({ kind: "research", chatId: chat.id, toolCallId: "tc_bare" });
+		createdJobs.push(known.id, unknown.id, bare.id);
+		jobStore.updateJob(known.id, { usage: usageFor("openrouter:z-ai/glm-5.3-flash") });
+		jobStore.updateJob(unknown.id, { usage: usageFor("nope/unknown") });
+
+		const feed = activityFeed();
+		const knownJob = feed.jobs.find((j) => j.id === known.id)!;
+		assert.equal(knownJob.contextLimit, 1_048_576, "pi's catalog, joined server-side onto the feed");
+		const unknownJob = feed.jobs.find((j) => j.id === unknown.id)!;
+		assert.equal(unknownJob.contextLimit, null, "missing from the live catalog → null, never a guessed window");
+		const bareJob = feed.jobs.find((j) => j.id === bare.id)!;
+		assert.equal(bareJob.contextLimit, null, "no usage yet → no context line");
+	} finally {
+		fs.unlinkSync(`${PATHS.chats}/${chat.id}.json`);
+		const jobsDir = path.join(PATHS.data, "jobs");
+		for (const id of createdJobs) {
+			fs.unlinkSync(path.join(jobsDir, `${id}.json`));
+		}
+	}
+});
diff --git a/tests/render-activity-dock.test.tsx b/tests/render-activity-dock.test.tsx
index b87826f..1f9128a 100644
--- a/tests/render-activity-dock.test.tsx
+++ b/tests/render-activity-dock.test.tsx
@@ -26,6 +26,7 @@ function job(over: Partial<ActivityFeed["jobs"][number]> = {}): ActivityFeed["jo
 		createdAt: new Date(NOW - 45_000).toISOString(),
 		updatedAt: new Date(NOW - 1000).toISOString(),
 		title: "Limits lesson",
+		contextLimit: null,
 		...over,
 	};
 }
@@ -91,19 +92,23 @@ describe("activity dock pure layer", () => {
 		};
 		const withLast = job({
 			usage: { ...base, lastStep: step(90_000, 2_000) },
+			// The amendment (owner 2026-09-23): the limit is the server's
+			// live-catalog join riding the feed — the dock never resolves it.
+			contextLimit: 131_072,
 		});
 		const blob = toBlobs({ jobs: [withLast], extractions: [] })[0]!;
 		assert.equal(blob.context?.used, 92_000);
-		assert.equal(blob.context?.limit, 1048576);
+		assert.equal(blob.context?.limit, 131_072);
 		// No lastStep yet (capture pending) → "—", even though usage exists.
 		const stripped = toBlobs({ jobs: [job({ usage: { ...base } })], extractions: [] })[0]!;
 		assert.equal(stripped.context, null);
-		// Unknown model → no limit → "—".
-		const unknownModel = toBlobs({
-			jobs: [job({ usage: { ...base, model: "nope/unknown", lastStep: step(5, 5) } })],
+		// Model missing from the live catalog (historical session,
+		// package update) → the feed carries null → no context line.
+		const uncatalogued = toBlobs({
+			jobs: [job({ usage: { ...base, model: "nope/unknown", lastStep: step(5, 5), } })],
 			extractions: [],
 		})[0]!;
-		assert.equal(unknownModel.context, null);
+		assert.equal(uncatalogued.context, null);
 	});
 
 	it("extraction blobs carry no money/context (—, the doctrine)", () => {
diff --git a/tests/render-stats-bar.test.tsx b/tests/render-stats-bar.test.tsx
index 3598771..d4dca6d 100644
--- a/tests/render-stats-bar.test.tsx
+++ b/tests/render-stats-bar.test.tsx
@@ -50,9 +50,11 @@ describe("stats bar", () => {
 		const html = renderToStaticMarkup(
 			<StatsBar turns={[turn(), turn()]} />,
 		);
-		// last turn's last call: 10k in + 1k out = 11k; pi catalog limit
-		// 1_048_576 → "1M" (tables regenerated from pi-ai's catalog)
-		assert.match(html, /data-testid="stats-context">11k \/ 1M</);
+		// last turn's last call: 10k in + 1k out = 11k. The LIMIT is the
+		// live catalog's — and the bar doesn't hold the index yet (the
+		// catalog join lands with the UI chunk), so the meter renders
+		// USAGE-ONLY (owner amendment: never a fallback window).
+		assert.match(html, /data-testid="stats-context">11k</);
 		// pi catalog price 0.075/0.25 per 1M: each turn 10k×0.075 + 1k×0.25
 		// = $0.001 → two = $0.0020
 		assert.match(html, /data-testid="stats-cost">\$0\.0020</);
@@ -67,8 +69,10 @@ describe("stats bar", () => {
 			<StatsBar turns={[turn({ model: "nope/unknown" })]} />,
 		);
 		assert.match(html, /data-testid="stats-cost">—</);
-		// unknown model also kills the context limit
-		assert.match(html, /data-testid="stats-context">—</);
+		// unknown model: no catalog limit exists, but the footprint is
+		// still an honest reading — usage-only (never "—" theater over
+		// real data, never a fake window)
+		assert.match(html, /data-testid="stats-context">11k</);
 	});
 
 	it("prettyModel strips vendor + date suffix, capitalizes", () => {
diff --git a/tests/usage.test.ts b/tests/usage.test.ts
index d49d985..4207838 100644
--- a/tests/usage.test.ts
+++ b/tests/usage.test.ts
@@ -78,18 +78,22 @@ test("turnCost sums steps; sessionCost reports unpriced turns", () => {
 	assert.ok(totals.cost > 0);
 });
 
-test("contextWindow: last call's footprint against the model's limit", () => {
-	const cw = contextWindow({
-		turns: [
-			{ id: "t1", messageId: "m1", at: "x", model: "openrouter:z-ai/glm-5.3-flash", steps: [call({ inputTokens: 9_000, outputTokens: 1_000 })] },
-			{ id: "t2", messageId: "m2", at: "x", model: "openrouter:z-ai/glm-5.3-flash", steps: [call({ inputTokens: 90_000, outputTokens: 10_000 })] },
-		],
-	});
+test("contextWindow: last call's footprint against the live index's limit", () => {
+	const limits = new Map([["openrouter:z-ai/glm-5.3-flash", 1_048_576]]);
+	const cw = contextWindow(
+		{
+			turns: [
+				{ id: "t1", messageId: "m1", at: "x", model: "openrouter:z-ai/glm-5.3-flash", steps: [call({ inputTokens: 9_000, outputTokens: 1_000 })] },
+				{ id: "t2", messageId: "m2", at: "x", model: "openrouter:z-ai/glm-5.3-flash", steps: [call({ inputTokens: 90_000, outputTokens: 10_000 })] },
+			],
+		},
+		limits,
+	);
 	assert.ok(cw);
 	assert.equal(cw.model, "openrouter:z-ai/glm-5.3-flash");
 	assert.equal(cw.usedTokens, 100_000);
 	assert.equal(cw.limit, 1_048_576);
-	assert.equal(contextWindow({ turns: [] }), null);
+	assert.equal(contextWindow({ turns: [] }, limits), null);
 });
 
 test("contextWindow NUMERATOR: cache tokens count (owner audit, 2026-09-23)", () => {
@@ -97,70 +101,86 @@ test("contextWindow NUMERATOR: cache tokens count (owner audit, 2026-09-23)", ()
 	// while the real footprint was ~190k — provider `input` EXCLUDES the
 	// cached portion, so input+output alone is wildly low. The fold is
 	// pi's totalTokens semantics: all four fields.
-	const cw = contextWindow({
-		turns: [
-			{
-				id: "t1",
-				messageId: "m1",
-				at: "x",
-				model: "openrouter:z-ai/glm-5.3-flash",
-				steps: [call({ inputTokens: 40_000, outputTokens: 1_000, cacheReadTokens: 145_000, cacheWriteTokens: 4_000 })],
-			},
-		],
-	});
+	const limits = new Map([["openrouter:z-ai/glm-5.3-flash", 1_048_576]]);
+	const cw = contextWindow(
+		{
+			turns: [
+				{
+					id: "t1",
+					messageId: "m1",
+					at: "x",
+					model: "openrouter:z-ai/glm-5.3-flash",
+					steps: [call({ inputTokens: 40_000, outputTokens: 1_000, cacheReadTokens: 145_000, cacheWriteTokens: 4_000 })],
+				},
+			],
+		},
+		limits,
+	);
 	assert.ok(cw);
 	assert.equal(cw.usedTokens, 40_000 + 1_000 + 145_000 + 4_000, "input + output + cacheRead + cacheWrite");
 	// Cache fields absent (non-caching providers): the fold is unchanged.
-	const plain = contextWindow({
-		turns: [{ id: "t1", messageId: "m1", at: "x", model: "openrouter:z-ai/glm-5.3-flash", steps: [call({ inputTokens: 9_000, outputTokens: 1_000 })] }],
-	});
+	const plain = contextWindow(
+		{ turns: [{ id: "t1", messageId: "m1", at: "x", model: "openrouter:z-ai/glm-5.3-flash", steps: [call({ inputTokens: 9_000, outputTokens: 1_000 })] }] },
+		limits,
+	);
 	assert.ok(plain);
 	assert.equal(plain.usedTokens, 10_000);
 });
 
-test("contextWindow DENOMINATOR: the live-limits index wins; CONTEXT_LIMITS is the fallback", () => {
+test("contextWindow DENOMINATOR: the live index is the ONLY source — no fallback (owner amendment, 2026-09-23)", () => {
 	const turns = [
 		{ id: "t1", messageId: "m1", at: "x", model: "openrouter:z-ai/glm-5.3-flash", steps: [call({ inputTokens: 10_000, outputTokens: 1_000 })] },
 	];
-	// The live catalog (GET /api/models) wins even when it disagrees with
-	// the generated table.
 	const live = new Map([["openrouter:z-ai/glm-5.3-flash", 65_536]]);
 	const cw = contextWindow({ turns }, live);
 	assert.ok(cw);
-	assert.equal(cw.limit, 65_536, "the live index beats the static table");
-	// No live entry: the generated table serves the uncatalogued model.
-	assert.equal(contextWindow({ turns })!.limit, 1_048_576);
-	const emptyLive = new Map<string, number>();
-	assert.equal(contextWindow({ turns }, emptyLive)!.limit, 1_048_576, "an empty live index falls back too");
-	// Unknown to both: null (no meter, never a guessed limit).
-	assert.equal(contextWindow({ turns: [{ ...turns[0]!, model: "unknown/model" }] }), null);
-	assert.equal(contextWindow({ turns: [{ ...turns[0]!, model: "unknown/model" }] }, live), null);
+	assert.equal(cw.limit, 65_536, "pi's catalog, via the index, is the one source");
+	// No index at all (a client that hasn't fetched the catalog): the
+	// meter renders usage-only — limit null, never a guessed window.
+	const noIndex = contextWindow({ turns });
+	assert.ok(noIndex);
+	assert.equal(noIndex.usedTokens, 11_000);
+	assert.equal(noIndex.limit, null);
+	const emptyIndex = contextWindow({ turns }, new Map<string, number>());
+	assert.ok(emptyIndex);
+	assert.equal(emptyIndex.limit, null, "an empty index (failed fetch) is usage-only too");
+	// A model missing from the live catalog (historical session, package
+	// update removed it): usage-only, never a fake window.
+	const missing = contextWindow({ turns: [{ ...turns[0]!, model: "nope/gone-model" }] }, live);
+	assert.ok(missing);
+	assert.equal(missing.limit, null);
+	assert.equal(missing.usedTokens, 11_000, "the footprint still reads honestly");
 });
 
 test("contextWindow ride-along: a zeroed/aborted last step falls back to the previous step", () => {
 	// An aborted last call reports zeroed usage — that is not the session
 	// footprint. The honest reading is the previous step's usage.
-	const cw = contextWindow({
-		turns: [
-			{
-				id: "t1",
-				messageId: "m1",
-				at: "x",
-				model: "openrouter:z-ai/glm-5.3-flash",
-				steps: [
-					call({ inputTokens: 80_000, outputTokens: 5_000 }),
-					call({ inputTokens: 0, outputTokens: 0 }), // aborted — zeroed
-				],
-			},
-		],
-	});
+	const limits = new Map([["openrouter:z-ai/glm-5.3-flash", 1_048_576]]);
+	const cw = contextWindow(
+		{
+			turns: [
+				{
+					id: "t1",
+					messageId: "m1",
+					at: "x",
+					model: "openrouter:z-ai/glm-5.3-flash",
+					steps: [
+						call({ inputTokens: 80_000, outputTokens: 5_000 }),
+						call({ inputTokens: 0, outputTokens: 0 }), // aborted — zeroed
+					],
+				},
+			],
+		},
+		limits,
+	);
 	assert.ok(cw);
 	assert.equal(cw.usedTokens, 85_000, "the previous step's footprint, not a bogus tiny meter");
 	// ALL steps zeroed (a first-call abort): no reading at all — null.
 	assert.equal(
-		contextWindow({
-			turns: [{ id: "t1", messageId: "m1", at: "x", model: "openrouter:z-ai/glm-5.3-flash", steps: [call({ inputTokens: 0, outputTokens: 0 })] }],
-		}),
+		contextWindow(
+			{ turns: [{ id: "t1", messageId: "m1", at: "x", model: "openrouter:z-ai/glm-5.3-flash", steps: [call({ inputTokens: 0, outputTokens: 0 })] }] },
+			limits,
+		),
 		null,
 	);
 });