Janady13/missionmatch / internal/modules/staffing/classify.go

Source identity

Field	Recorded value
Source type	GitHub source
Original record	Janady13/missionmatch / internal/modules/staffing/classify.go
Date	Not specified in source
Repository	Janady13/missionmatch
Revision	720d47fae476b0d38477ae4401697d372b1ea2bc
Branch	feature/opportunity-to-outcome
Path or archive member	internal/modules/staffing/classify.go
Original SHA-256	89f992a2aabb0516279f10152619019dfc3e71f779b58326206e650e25334499
Git blob SHA	66cd722a303f215e9a12cd78de99208bf5e6dedf
Reading-copy SHA-256	89f992a2aabb0516279f10152619019dfc3e71f779b58326206e650e25334499

Original source ↗

Every recorded occurrence

These 24 records contain identical original source bytes. Their paths and revisions remain part of the archive.

Original record	Branch or archive	Revision / identifier	Original location
Janady13/missionmatch / internal/modules/staffing/classify.go	feature/opportunity-to-outcome	720d47fae476b0d38477ae4401697d372b1ea2bc	Open original
Janady13/missionmatch / internal/modules/staffing/classify.go	per-tenant-routing	9bde0f9a74b89d01980fa658e5253acda7528d0c	Open original
Janady13/missionmatch / internal/modules/staffing/classify.go	collision-deconfliction	4ee5a09972608ed89f8377c6665542d5f450f0a6	Open original
Janady13/missionmatch / internal/modules/staffing/classify.go	ws6-retrieval	6c56e29231ec05735927fa265c97d517499dfeaf	Open original
Janady13/missionmatch / internal/modules/staffing/classify.go	m5-price-to-win	41000ad30fff4129fdaf5ec84e15ba14c27d4890	Open original
Janady13/missionmatch / internal/modules/staffing/classify.go	ws1-ontology-sync	b596f449a32a1016fbd403c36505cc00a1ac9ee6	Open original
Janady13/missionmatch / internal/modules/staffing/classify.go	master	1e9249840a4302ec82e123b9c9cb6f75badea3e4	Open original
Janady13/missionmatch / internal/modules/staffing/classify.go	ws8-teaching-loop	c823f0fb6bb2aba0f39001eb6de96f4000d9321f	Open original
Janady13/missionmatch / internal/modules/staffing/classify.go	w3-ai-staffing-recommendations	43d56387270ef4da4cabd794d97ca6a49909bc7d	Open original
Janady13/missionmatch / internal/modules/staffing/classify.go	mag-substrate	b82c7100a492dec67dfd1eda6b3f53def859be35	Open original
Janady13/missionmatch / internal/modules/staffing/classify.go	ws3-clearance	4b8e7ce594c068621867f9c9deed0ec64ae6c553	Open original
Janady13/missionmatch / internal/modules/staffing/classify.go	phase2-eval-fairness	d361af254701975fe239927656ababb56374655e	Open original
Janady13/missionmatch / internal/modules/staffing/classify.go	time-to-fill-survival	b66e1e505863d4f17741a4b9ede73509e45bd6c6	Open original
Janady13/missionmatch / internal/modules/staffing/classify.go	graphrag-foundation	b0ddeb9f633fd138d09309d1a17b7d13bc3a67f7	Open original
Janady13/missionmatch / internal/modules/staffing/classify.go	deploy-and-ops	bdacd9d0b4d5998d25fc74bf4007f4c3ec538c7a	Open original
Janady13/missionmatch / internal/modules/staffing/classify.go	ws9-bench-ingestion	f585a9ef32fa554663ce1fba9a414a54b6e49cf0	Open original
Janady13/missionmatch / internal/modules/staffing/classify.go	ws2-alias-relationship	e4dada4601c6eb101830f9d223a9655dfa120616	Open original
Janady13/missionmatch / internal/modules/staffing/classify.go	presentation-readiness	eb574acaa29d71ce4d0f852572e87c275c79fdb7	Open original
Janady13/missionmatch / internal/modules/staffing/classify.go	vendor-intelligence	fe9796a19c261951d3f2565206c0c1b5ac294465	Open original
Janady13/missionmatch / internal/modules/staffing/classify.go	ws7-federal-signal	6a9f6ce9cfb13345ffb47770d4960e7c2d9c17c2	Open original
Janady13/missionmatch / internal/modules/staffing/classify.go	ai-brain-live	aac32fc49c878cc5bca099459307611562d0bac1	Open original
Janady13/missionmatch / internal/modules/staffing/classify.go	phase2-connectors	e038d4c687aec16f8bd9bc4d907eea14d91f8704	Open original
Janady13/missionmatch / internal/modules/staffing/classify.go	feature/aioe-upgrade	2178e7298d0e5d9af83afa12402fd587f0ba6ed8	Open original
Janady13/missionmatch / internal/modules/staffing/classify.go	capture-readiness	bae6af7cb2997e819174a9e9cfff5e16067a1975	Open original

Recovered source transcript

Download complete source text ↓107 lines · 3.7 KB

package staffing

import (
	"sort"

	"github.com/shopspring/decimal"
)

// ClassifyForGap classifies the scored bench against one gap requirement into ranked recommendations,
// purely from the frozen scores, the staffing floor, current commitment, and precomputed adjacency. It is
// the deterministic decision content of the gap view: no model, no I/O.
//
// In rank order it produces:
//   - ASSIGN for a qualified, available candidate who is uncommitted (or already committed to this gap).
//   - REASSIGN for a qualified, available candidate committed to a strictly lower priority requirement,
//     with the priority delta recorded.
//   - RESKILL for a near miss whose ONLY failure is the skills component (clearance is satisfied and the
//     candidate is available) and who holds a skill adjacent to a missing one.
//   - a single SOURCE note when the qualified, available, assignable bench cannot fill the open slots.
//
// It never disqualifies a candidate: qualification is the engine band floor, the optimizer and classifier
// only arbitrate among the qualified, and a person decides every row. Ranks are 1 based in the returned
// order.
func ClassifyForGap(cfg Config, gap GapContext, bench []ScoredCandidate) []Recommendation {
	type tagged struct {
		c        ScoredCandidate
		action   Action
		reassign *ReassignEvidence
	}
	var assigns, reassigns, reskills []tagged
	for _, c := range bench {
		qualified := c.Total.GreaterThanOrEqual(cfg.StaffingFloor)
		switch {
		case qualified && c.Available && (c.CommittedRequirementID == "" || c.CommittedRequirementID == gap.RequirementID):
			assigns = append(assigns, tagged{c: c, action: ActionAssign})
		case qualified && c.Available && c.CommittedRequirementID != "" && gap.Priority.GreaterThan(c.CommittedPriority):
			reassigns = append(reassigns, tagged{c: c, action: ActionReassign, reassign: &ReassignEvidence{
				FromRequirementID: c.CommittedRequirementID,
				PriorityDelta:     gap.Priority.Sub(c.CommittedPriority),
			}})
		case !qualified && c.ClearanceSatisfied && c.Available && c.Reskill != nil:
			reskills = append(reskills, tagged{c: c, action: ActionReskill})
		}
	}

	sortTagged := func(list []tagged) {
		sort.SliceStable(list, func(i, j int) bool {
			if d := list[i].c.Total.Cmp(list[j].c.Total); d != 0 {
				return d > 0 // higher total first
			}
			return list[i].c.CandidateID < list[j].c.CandidateID // stable, unique tiebreak
		})
	}
	sortTagged(assigns)
	sortTagged(reassigns)
	sortTagged(reskills)

	recs := make([]Recommendation, 0, len(assigns)+len(reassigns)+len(reskills)+1)
	rank := 0
	add := func(t tagged) {
		rank++
		r := Recommendation{
			RequirementID: gap.RequirementID,
			CandidateID:   t.c.CandidateID,
			Action:        t.action,
			Rank:          rank,
			Confidence:    Confidence(cfg, t.c),
			Evidence: Evidence{
				EngineTotal: t.c.Total.StringFixed(2),
				Band:        t.c.Band.Code(),
			},
		}
		switch t.action {
		case ActionReassign:
			r.Evidence.Reassign = t.reassign
		case ActionReskill:
			r.Evidence.Reskill = t.c.Reskill
		}
		recs = append(recs, r)
	}
	for _, t := range assigns {
		add(t)
	}
	for _, t := range reassigns {
		add(t)
	}
	for _, t := range reskills {
		add(t)
	}

	// SOURCE: if the qualified, available, assignable bench cannot fill the open slots, add one gap
	// coverage note. It names no candidate and rejects no one. Its confidence is 1: it is a deterministic
	// fact that the bench is short, not a graded fit.
	if len(assigns) < gap.OpenSlots {
		rank++
		remaining := gap.OpenSlots - len(assigns)
		recs = append(recs, Recommendation{
			RequirementID: gap.RequirementID,
			Action:        ActionSource,
			Rank:          rank,
			Confidence:    decimal.NewFromInt(1),
			Evidence:      Evidence{OpenSlots: &remaining},
		})
	}
	return recs
}