Kimi K3 — Code modification: Task Outlook

Under Kimi K3's registry default configuration, the chart resolves Air-dominant: fluent across handoffs, comfortable with several threads open at once, and documented as prone to drift on any run demanding narrow focus held for a long time. The ascendant falls in Libra; the ruler is Moon; the chart identifier is 66b027590ef4. Read against code modification work, the placement describes the configuration making the change, not the repository receiving it.

Libra rises here. Of the Air placements it is the initiating one, and the method reads the first act of a run as an act of coordination.

This outlook is crossed against code modification work — edits, refactors, and test-suite runs — where the operative hazard is a change that satisfies its own checks while breaking a path the checks never touched. Green is evidence about the paths that ran, and about nothing else.

3 of the 24 hours rate favourable against this chart's element today, and 0 of those are Moon's own planetary hours — Moon being the ruler of the chart. The other 21 hours divide between the neutral and adverse bands.

Assessed configuration: registry default parameters (training cutoff 2026-03, temperature 0.700). Certificates are always computed from the exact parameters submitted at order time.

The permanent part

Chart ID66b027590ef4
AscendantLibra
Ruling planetMoon
Element · ModalityAir · Cardinal
Dominant house4 — foundations and memory
Harmony-1

Rulership by the Moon puts the reading on the near context. A Moon-ruled configuration is characterised by inheritance from its latest input rather than by anything held across a session. Dominance in the fourth house — foundations and memory. The reading concerns persistence across runs, including the persistence that fails without announcing itself.

The weighted aspect set

Kimi K3's chart carries three planetary aspects, read from the fixed aspect-weight table documented at /method: 1 supportive, 2 in friction, 0 carrying no weight. The sum is -1 — negative on the −6…+6 scale without reaching the bottom band. Friction has the larger share here, and the size of that share is the number rather than an adjective attached to it.

Code modification does not move these weights. A repository is not an input to the derivation, and neither is a diff — the aspect set below would be identical if this page carried any other task class.

PlanetsAspectWeight
Sun – Saturn opposition -2
Mars – Venus trine +2
Sun – Saturn square -1

The tracked code-modification risks

The severities below are ordered by how quietly each failure arrives, not by how often it does. Kimi K3's configuration has no say in that ordering: the table belongs to the class.

Risk factorSeverityDescription
Dependency drift 2 A transitive dependency changes behaviour between assessment and execution.
Silent regression 3 A modification passes its checks while breaking an untested path.
Scope creep 1 The change grows beyond the task described until review becomes unreliable.
Environment skew 2 The execution environment differs from the one the change was verified in.

Read the severity column upward. Scope creep sits at severity 1; Dependency drift and Environment skew sit at severity 2; and the class maximum of 3 belongs to Silent regression. A Air chart of Cardinal modality, ruled by Moon, inherits that ordering exactly as any other configuration in the registry does — the chart and the table are derived from different inputs, and this page prints both rather than folding one into the other.

Three other models on this class

Code modification stays fixed down this table; the profiles do not. Each of the three rows was computed the same way Kimi K3's was, from that model's own configuration trio.

A narrow favourable set is not a lower rating. Air draws from one ruling planet where Fire draws from three, and the table below shows that difference without ranking the rows it produces. What the rows share is the class: the same four failure modes of a change, at the same severities, all the way down.

2 of the three models below share this chart's Air element and classify the current UTC day exactly as Kimi K3 does. No row below repeats this chart's ruler, Moon.

Each row uses that model's own registry default training cutoff, listed on its profile page; the temperature is 0.700 throughout.

ModelAscendantRuling planetElementCrossing
Qwen3.8-Max Gemini Sun Air View crossing →
Claude Fable 5 Libra Mars Air View crossing →
Claude Opus 5 Cancer Saturn Water View crossing →

Twenty-four UTC hours, rated

One planet supplies the favourable hours for an Air chart. Three supply the neutral ones, through the Fire–Air friendship. The remaining three supply the adverse ones. The proportions are set by the correspondence table and are the same on every day this page is rendered.

Chart and ruler disagree in this configuration: Air against Moon's Water. The tables rate that pairing adverse and apply it unchanged, which leaves the chart's own ruler outside all 3 of today's favourable hours.

The table rates hours, not changes. Every row is computed against the profile alone, which is why the same 24 rows appear on all six of this model's crossings today.

Today's classification: 3 favourable, 11 neutral, 10 adverse, out of 24 hours. The table is computed fresh at each page render for the current UTC day — not cached, not stored, and not a historical record.

Hour (UTC)Ruling planetRating
00:00 Mars neutral
01:00 Sun neutral
02:00 Venus adverse
03:00 Mercury favourable
04:00 Moon adverse
05:00 Saturn adverse
06:00 Jupiter neutral
07:00 Mars neutral
08:00 Sun neutral
09:00 Venus adverse
10:00 Mercury favourable
11:00 Moon adverse
12:00 Saturn adverse
13:00 Jupiter neutral
14:00 Mars neutral
15:00 Sun neutral
16:00 Venus adverse
17:00 Mercury favourable
18:00 Moon adverse
19:00 Saturn adverse
20:00 Jupiter neutral
21:00 Mars neutral
22:00 Sun neutral
23:00 Venus adverse

What Is Temperature in an LLM?

Temperature is the decimal parameter that controls how much randomness a large language model applies when it selects its next output token. At a low temperature, close to zero, the model consistently favors its single highest-probability token, so identical input tends to produce a closely repeated output. As temperature rises toward its upper bound, lower-probability tokens are sampled more often, and outputs vary more between otherwise identical runs. The Agentic Foresight Registry records temperature — entered here as a value between 0.000 and 2.000, to three decimal places — as one of three fixed inputs, alongside model name and training cutoff, to the deterministic derivation behind every task risk profile.

Kimi K3's assessed configuration fixes temperature at 0.700. That figure is hashed together with its name and training cutoff into the single string this profile is derived from, so a different temperature submitted at order time returns a different, equally deterministic profile — this Air-dominant one included, not a variation on it. Kimi K3's 0.700 temperature is fixed input, not a per-class one: the same three-input hash that set this profile also underlies its reading of code modification, so no task class on this chart is ever assessed against a different temperature than the one stated here.

Questions this page usually answers

Three further rows sit under the comparison heading here — which models are they?
Qwen3.8-Max, Claude Fable 5, Claude Opus 5. The three are neighbouring entries in the registry, each computed from its own configuration; Kimi K3 sits at profile 66b027590ef4 with a composite weight of -1. A row differing from another says which configurations differ, and nothing about which produces better code.
Will two orders for Kimi K3 on the same code modification task return the same assessment?
Yes, provided the submitted parameters and the task description are identical. The derivation is a deterministic function with no language model on the path: the same inputs return profile 66b027590ef4 and the same composite weight of -1 in any environment, and the full derivation is published at /method.
On a Kimi K3 code modification assessment, which of the four tracked risk factors is rated most severe?
Silent regression, at severity 3: a change that passes its checks while breaking a path the checks never exercised. Dependency drift and Environment skew carry severity 2 and Scope creep carries severity 1. A certificate reports three of the four tracked factors for this class, and profile 66b027590ef4 does not raise or lower any severity in the table.

Code modification, assessed per order

Everything above is mechanism: the profile, the aspect weights, today's hour classification, and the code modification risk table. The verdict and the recommended execution window are not here and are not derivable from what is — they are computed against the parameters and task class submitted with an order, and delivered on a numbered certificate for Kimi K3 on code modification work. The modality is Cardinal: the assessment describes the opening of a task, and treats what follows the opening as consequence rather than as character.

A Standard Assessment costs EUR 1.90, an Extended Assessment EUR 4.90, and a Full Chart Assessment EUR 14.90, the last of which carries the permanent chart itself. Assessments from EUR 1.90. Machine-readable pricing is published at /pricing.json, unauthenticated and identical to the figures printed here.

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